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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 0, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "The Llama 3 Herd of Models\nLlama Team, AI @ Meta1\n1A detailed contributor list can be found in the appendix of this paper.\nModern artificial intelligence (AI) systems are powered by foundation models. This paper presents a\nnew set of foundation models, called Llama 3. It is a herd of language models that natively support\nmultilinguality, coding, reasoning, and tool usage. Our largest model is a dense Transformer with\n405B parameters and a context window of up to 128K tokens. This paper presents an extensive\nempirical evaluation of Llama 3. We find that Llama 3 delivers comparable quality to leading language\nmodels such as GPT-4 on a plethora of tasks. We publicly release Llama 3, including pre-trained and\npost-trained versions of the 405B parameter language model and our Llama Guard 3 model for input\nand output safety. The paper also presents the results of experiments in which we integrate image,\nvideo, and speech capabilities into Llama 3 via a compositional approach. We observe this approach\nperforms competitively with the state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under development.\nDate:July 23, 2024\nWebsite: https://llama.meta.com/\n1 Introduction", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 1, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "resulting models are not yet being broadly released as they are still under development.\nDate:July 23, 2024\nWebsite: https://llama.meta.com/\n1 Introduction\nFoundation models are general models of language, vision, speech, and/or other modalities that are designed\nto support a large variety of AI tasks. They form the basis of many modern AI systems.\nThe development of modern foundation models consists of two main stages: (1)a pre-training stage in which\nthe model is trained at massive scale using straightforward tasks such as next-word prediction or captioning\nand(2)a post-training stage in which the model is tuned to follow instructions, align with human preferences,\nand improve specific capabilities (for example, coding and reasoning).\nIn this paper, we present a new set of foundation models for language, called Llama 3. The Llama 3 Herd\nof models natively supports multilinguality, coding, reasoning, and tool usage. Our largest model is dense\nTransformer with 405B parameters, processing information in a context window of up to 128K tokens. Each\nmember of the herd is listed in Table 1. All the results presented in this paper are for the Llama 3.1 models,\nwhich we will refer to as Llama 3 throughout for brevity.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 2, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "which we will refer to as Llama 3 throughout for brevity.\nWe believe there are three key levers in the development of high-quality foundation models: data, scale, and\nmanaging complexity. We seek to optimize for these three levers in our development process:\n•Data.Compared to prior versions of Llama (Touvron et al., 2023a,b), we improved both the quantity and\nqualityofthedataweuseforpre-trainingandpost-training. Theseimprovementsincludethedevelopment\nof more careful pre-processing and curation pipelines for pre-training data and the development of more\nrigorous quality assurance and filtering approaches for post-training data. We pre-train Llama 3 on a\ncorpus of about 15T multilingual tokens, compared to 1.8T tokens for Llama 2.\n•Scale.We train a model at far larger scale than previous Llama models: our flagship language model was\npre-trained using 3.8×1025FLOPs, almost 50×more than the largest version of Llama 2. Specifically,\nwe pre-trained a flagship model with 405B trainable parameters on 15.6T text tokens. As expected per\n1arXiv:2407.21783v2 [cs.AI] 15 Aug 2024\nFinetuned Multilingual Long context Tool use Release", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 3, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "1arXiv:2407.21783v2 [cs.AI] 15 Aug 2024\nFinetuned Multilingual Long context Tool use Release\nLlama 3 8B ✗ ✗1✗ ✗ April 2024\nLlama 3 8B Instruct ✓ ✗ ✗ ✗ April 2024\nLlama 3 70B ✗ ✗1✗ ✗ April 2024\nLlama 3 70B Instruct ✓ ✗ ✗ ✗ April 2024\nLlama 3.1 8B ✗ ✓ ✓ ✗ July 2024\nLlama 3.1 8B Instruct ✓ ✓ ✓ ✓ July 2024\nLlama 3.1 70B ✗ ✓ ✓ ✗ July 2024\nLlama 3.1 70B Instruct ✓ ✓ ✓ ✓ July 2024\nLlama 3.1 405B ✗ ✓ ✓ ✗ July 2024\nLlama 3.1 405B Instruct ✓ ✓ ✓ ✓ July 2024\nTable 1 Overview of the Llama 3 Herd of models. All results in this paper are for the Llama 3.1 models.\nscaling laws for foundation models, our flagship model outperforms smaller models trained using the\nsame procedure. While our scaling laws suggest our flagship model is an approximately compute-optimal\nsize for our training budget, we also train our smaller models for much longer than is compute-optimal.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 4, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "size for our training budget, we also train our smaller models for much longer than is compute-optimal.\nThe resulting models perform better than compute-optimal models at the same inference budget. We\nuse the flagship model to further improve the quality of those smaller models during post-training.\n•Managing complexity. We make design choices that seek to maximize our ability to scale the model\ndevelopment process. For example, we opt for a standard dense Transformer model architecture (Vaswani\net al., 2017) with minor adaptations, rather than for a mixture-of-experts model (Shazeer et al., 2017)\nto maximize training stability. Similarly, we adopt a relatively simple post-training procedure based\non supervised finetuning (SFT), rejection sampling (RS), and direct preference optimization (DPO;\nRafailov et al. (2023)) as opposed to more complex reinforcement learning algorithms (Ouyang et al.,\n2022; Schulman et al., 2017) that tend to be less stable and harder to scale.\nThe result of our work is Llama 3: a herd of three multilingual1language models with 8B, 70B, and 405B\nparameters. We evaluate the performance of Llama 3 on a plethora of benchmark datasets that span a wide\nrange of language understanding tasks. In addition, we perform extensive human evaluations that compare", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 5, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "parameters. We evaluate the performance of Llama 3 on a plethora of benchmark datasets that span a wide\nrange of language understanding tasks. In addition, we perform extensive human evaluations that compare\nLlama 3 with competing models. An overview of the performance of the flagship Llama 3 model on key\nbenchmarks is presented in Table 2. Our experimental evaluation suggests that our flagship model performs\non par with leading language models such as GPT-4 (OpenAI, 2023a) across a variety of tasks, and is close to\nmatching the state-of-the-art. Our smaller models are best-in-class, outperforming alternative models with\nsimilar numbers of parameters (Bai et al., 2023; Jiang et al., 2023). Llama 3 also delivers a much better\nbalance between helpfulness and harmlessness than its predecessor (Touvron et al., 2023b). We present a\ndetailed analysis of the safety of Llama 3 in Section 5.4.\nWe are publicly releasing all three Llama 3 models under an updated version of the Llama 3 Community License;\nseehttps://llama.meta.com . This includes pre-trained and post-trained versions of our 405B parameter\nlanguage model and a new version of our Llama Guard model (Inan et al., 2023) for input and output safety.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 6, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "language model and a new version of our Llama Guard model (Inan et al., 2023) for input and output safety.\nWe hope that the open release of a flagship model will spur a wave of innovation in the research community,\nand accelerate a responsible path towards the development of artificial general intelligence (AGI).\nAs part of the Llama 3 development process we also develop multimodal extensions to the models, enabling\nimage recognition, video recognition, and speech understanding capabilities. These models are still under\nactive development and not yet ready for release. In addition to our language modeling results, the paper\npresents results of our initial experiments with those multimodal models.\n1The Llama 3 8B and 70B were pre-trained on multilingual data but were intended for use in English at the time.\n2\nCategory Benchmark\nLlama 3 8B\nGemma 2 9B\nMistral 7B\nLlama 3 70B\nMixtral 8x22B\nGPT 3.5 Turbo\nLlama 3 405B\nNemotron 4 340B\nGPT-4 (0125)\nGPT-4o\nClaude 3.5 Sonnet\nGeneralMMLU (5-shot) 69.4 72.361.1 83.676.970.787.382.6 85.189.1 89.9", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 7, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "GeneralMMLU (5-shot) 69.4 72.361.1 83.676.970.787.382.6 85.189.1 89.9\nMMLU (0-shot, CoT) 73.0 72.3△60.5 86.079.969.888.6 78.7◁85.4 88.7 88.3\nMMLU-Pro (5-shot, CoT) 48.3 –36.9 66.456.349.273.362.7 64.874.0 77.0\nIFEval 80.4 73.657.6 87.572.769.9 88.6 85.1 84.385.6 88.0\nCodeHumanEval (0-shot) 72.6 54.340.2 80.575.668.089.073.2 86.690.2 92.0\nMBPP EvalPlus (0-shot) 72.8 71.749.5 86.078.682.088.672.8 83.687.8 90.5\nMathGSM8K (8-shot, CoT) 84.5 76.753.2 95.188.281.6 96.8 92.3♢94.296.1 96.4♢", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar 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Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 8, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "MATH (0-shot, CoT) 51.9 44.313.0 68.054.143.173.841.1 64.5 76.6 71.1\nReasoningARC Challenge (0-shot) 83.4 87.674.2 94.888.783.7 96.9 94.6 96.496.7 96.7\nGPQA (0-shot, CoT) 32.8 –28.8 46.733.330.851.1 –41.453.6 59.4\nTool useBFCL 76.1 –60.484.8– 85.988.586.5 88.380.5 90.2\nNexus 38.5 30.024.7 56.748.537.2 58.7 –50.356.1 45.7\nLong contextZeroSCROLLS/QuALITY 81.0 ––90.5–– 95.2 – 95.2 90.5 90.5\nInfiniteBench/En.MC 65.1 ––78.2–– 83.4 –72.182.5 –\nNIH/Multi-needle 98.8 ––97.5––98.1 – 100.0 100.0 90.8", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 9, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "NIH/Multi-needle 98.8 ––97.5––98.1 – 100.0 100.0 90.8\nMultilingual MGSM (0-shot, CoT) 68.9 53.229.9 86.971.151.4 91.6 –85.990.5 91.6\nTable 2 Performance of finetuned Llama 3 models on key benchmark evaluations. The table compares the performance of\nthe 8B, 70B, and 405B versions of Llama 3 with that of competing models. We boldface the best-performing model in\neach of three model-size equivalence classes.△Results obtained using 5-shot prompting (no CoT).◁Results obtained\nwithout CoT.♢Results obtained using zero-shot prompting.\n2 General Overview\nThe model architecture of Llama 3 is illustrated in Figure 1. The development of our Llama 3 language\nmodels comprises two main stages:\n•Language model pre-training. We start by converting a large, multilingual text corpus to discrete tokens\nand pre-training a large language model (LLM) on the resulting data to perform next-token prediction.\nIn the language model pre-training stage, the model learns the structure of language and obtains large\namounts of knowledge about the world from the text it is “reading”. To do this effectively, pre-training", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 10, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "amounts of knowledge about the world from the text it is “reading”. To do this effectively, pre-training\nis performed at massive scale: we pre-train a model with 405B parameters on 15.6T tokens using a\ncontext window of 8K tokens. This standard pre-training stage is followed by a continued pre-training\nstage that increases the supported context window to 128K tokens. See Section 3 for details.\n•Language model post-training. The pre-trained language model has a rich understanding of language\nbut it does not yet follow instructions or behave in the way we would expect an assistant to. We\nalign the model with human feedback in several rounds, each of which involves supervised finetuning\n(SFT) on instruction tuning data and Direct Preference Optimization (DPO; Rafailov et al., 2024).\nAt this post-training2stage, we also integrate new capabilities, such as tool-use, and observe strong\nimprovements in other areas, such as coding and reasoning. See Section 4 for details. Finally, safety\nmitigations are also incorporated into the model at the post-training stage, the details of which are\ndescribed in Section 5.4.\nThe resulting models have a rich set of capabilities. They can answer questions in at least eight languages,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 11, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "described in Section 5.4.\nThe resulting models have a rich set of capabilities. They can answer questions in at least eight languages,\nwrite high-quality code, solve complex reasoning problems, and use tools out-of-the-box or in a zero-shot way.\nWe also perform experiments in which we add image, video, and speech capabilities to Llama 3 using a\ncompositional approach. The approach we study comprises the three additional stages illustrated in Figure 28:\n•Multi-modal encoder pre-training. We train separate encoders for images and speech. We train our\nimage encoder on large amounts of image-text pairs. This teaches the model the relation between visual\ncontent and the description of that content in natural language. Our speech encoder is trained using a\n2In this paper, we use the term “post-training” to refer to any model training that happens outside of pre-training.\n3\nFigure 1 Illustration of the overall architecture and training of Llama 3. Llama 3 is a Transformer language model trained to\npredict the next token of a textual sequence. See text for details.\nself-supervised approach that masks out parts of the speech inputs and tries to reconstruct the masked\nout parts via a discrete-token representation. As a result, the model learns the structure of speech", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 12, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "out parts via a discrete-token representation. As a result, the model learns the structure of speech\nsignals. See Section 7 for details on the image encoder and Section 8 for details on the speech encoder.\n•Vision adapter training. We train an adapter that integrates the pre-trained image encoder into the\npre-trained language model. The adapter consists of a series of cross-attention layers that feed imageencoder representations into the language model. The adapter is trained on text-image pairs. This\naligns the image representations with the language representations. During adapter training, we also\nupdate the parameters of the image encoder but we intentionally do not update the language-model\nparameters. We also train a video adapter on top of the image adapter on paired video-text data. This\nenables the model to aggregate information across frames. See Section 7 for details.\n•Speech adapter training. Finally, we integrate the speech encoder into the model via an adapter that\nconverts speech encodings into token representations that can be fed directly into the finetuned language\nmodel. The parameters of the adapter and encoder are jointly updated in a supervised finetuning stage\nto enable high-quality speech understanding. We do not change the language model during speech\nadapter training. We also integrate a text-to-speech system. See Section 8 for details.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 13, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "to enable high-quality speech understanding. We do not change the language model during speech\nadapter training. We also integrate a text-to-speech system. See Section 8 for details.\nOur multimodal experiments lead to models that can recognize the content of images and videos, and support\ninteraction via a speech interface. These models are still under development and not yet ready for release.\n3 Pre-Training\nLanguage model pre-training involves: (1)the curation and filtering of a large-scale training corpus, (2)the\ndevelopment of a model architecture and corresponding scaling laws for determining model size, (3)the\ndevelopment of techniques for efficient pre-training at large scale, and (4)the development of a pre-training\nrecipe. We present each of these components separately below.\n3.1 Pre-Training Data\nWe create our dataset for language model pre-training from a variety of data sources containing knowledge\nuntil the end of 2023. We apply several de-duplication methods and data cleaning mechanisms on each data\nsource to obtain high-quality tokens. We remove domains that contain large amounts of personally identifiable\ninformation (PII), and domains with known adult content.\n3.1.1 Web Data Curation\nMuch of the data we utilize is obtained from the web and we describe our cleaning process below.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 14, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "3.1.1 Web Data Curation\nMuch of the data we utilize is obtained from the web and we describe our cleaning process below.\nPII and safety filtering. Among other mitigations, we implement filters designed to remove data from websites\nare likely to contain unsafe content or high volumes of PII, domains that have been ranked as harmful\naccording to a variety of Meta safety standards, and domains that are known to contain adult content.\n4\nText extraction and cleaning. We process the raw HTML content for non-truncated web documents to extract\nhigh-quality diverse text. To do so, we build a custom parser that extracts the HTML content and optimizes\nfor precision in boilerplate removal and content recall. We evaluate our parser’s quality in human evaluations,\ncomparing it with popular third-party HTML parsers that optimize for article-like content, and found it\nto perform favorably. We carefully process HTML pages with mathematics and code content to preserve\nthe structure of that content. We maintain the image altattribute text since mathematical content is often\nrepresented as pre-rendered images where the math is also provided in the altattribute. We experimentally\nevaluate different cleaning configurations. We find markdown is harmful to the performance of a model that\nis primarily trained on web data compared to plain text, so we remove all markdown markers.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 15, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "evaluate different cleaning configurations. We find markdown is harmful to the performance of a model that\nis primarily trained on web data compared to plain text, so we remove all markdown markers.\nDe-duplication. We apply several rounds of de-duplication at the URL, document, and line level:\n•URL-level de-duplication. We perform URL-level de-duplication across the entire dataset. We keep the\nmost recent version for pages corresponding to each URL.\n•Document-level de-duplication. We perform global MinHash (Broder, 1997) de-duplication across the\nentire dataset to remove near duplicate documents.\n•Line-level de-duplication. We perform aggressive line-level de-duplication similar to ccNet(Wenzek\net al., 2019). We remove lines that appeared more than 6 times in each bucket of 30M documents.\nAlthough our manual qualitative analysis showed that the line-level de-duplication removes not only\nleftover boilerplate from various websites such as navigation menus, cookie warnings, but also frequent\nhigh-quality text, our empirical evaluations showed strong improvements.\nHeuristic filtering. We develop heuristics to remove additional low-quality documents, outliers, and documents\nwith excessive repetitions. Some examples of heuristics include:", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 16, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Heuristic filtering. We develop heuristics to remove additional low-quality documents, outliers, and documents\nwith excessive repetitions. Some examples of heuristics include:\n•We use duplicated n-gram coverage ratio (Rae et al., 2021) to remove lines that consist of repeated\ncontent such as logging or error messages. Those lines could be very long and unique, hence cannot be\nfiltered by line-dedup.\n•We use “dirty word” counting (Raffel et al., 2020) to filter out adult websites that are not covered by\ndomain block lists.\n•We use a token-distribution Kullback-Leibler divergence to filter out documents containing excessive\nnumbers of outlier tokens compared to the training corpus distribution.\nModel-based quality filtering. Further, we experiment with applying various model-based quality classifiers\nto sub-select high-quality tokens. These include using fast classifiers such as fasttext (Joulin et al., 2017)\ntrained to recognize if a given text would be referenced by Wikipedia (Touvron et al., 2023a), as well as more\ncompute-intensive Roberta-based classifiers (Liu et al., 2019a) trained on Llama 2 predictions. To train a\nquality classifier based on Llama 2, we create a training set of cleaned web documents, describe the quality", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 17, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "quality classifier based on Llama 2, we create a training set of cleaned web documents, describe the quality\nrequirements, and instruct Llama 2’s chat model to determine if the documents meets these requirements. We\nuse DistilRoberta (Sanh et al., 2019) to generate quality scores for each document for efficiency reasons. We\nexperimentally evaluate the efficacy of various quality filtering configurations.\nCode and reasoning data. Similar to DeepSeek-AI et al. (2024), we build domain-specific pipelines that extract\ncode and math-relevant web pages. Specifically, both the code and reasoning classifiers are DistilRoberta\nmodels trained on web data annotated by Llama 2. Unlike the general quality classifier mentioned above, we\nconduct prompt tuning to target web pages containing math deduction, reasoning in STEM areas and code\ninterleaved with natural language. Since the token distribution of code and math is substantially different\nthan that of natural language, these pipelines implement domain-specific HTML extraction, customized text\nfeatures and heuristics for filtering.\nMultilingual data. Similar to our processing pipelines for English described above, we implement filters to\nremove data from websites that are likely to contain PII or unsafe content. Our multilingual text processing\npipeline has several unique features:\n•We use a fasttext-based language identification model to categorize documents into 176 languages.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 18, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "pipeline has several unique features:\n•We use a fasttext-based language identification model to categorize documents into 176 languages.\n•We perform document-level and line-level de-duplication within data for each language.\n5\n•We apply language-specific heuristics and model-based filters to remove low-quality documents.\nIn addition, we perform quality ranking of multilingual documents using a multilingual Llama 2-based classifier\nto ensure that high-quality content is prioritized. We determine the amount of multilingual tokens used in\npre-training experimentally, balancing model performance on English and multilingual benchmarks.\n3.1.2 Determining the Data Mix\nTo obtain a high-quality language model, it is essential to carefully determine the proportion of different data\nsources in the pre-training data mix. Our main tools in determining this data mix are knowledge classification\nand scaling law experiments.\nKnowledge classification. We develop a classifier to categorize the types of information contained in our web\ndata to more effectively determine a data mix. We use this classifier to downsample data categories that are\nover-represented on the web, for example, arts and entertainment.\nScaling laws for data mix. To determine the best data mix, we perform scaling law experiments in which we", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 19, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "over-represented on the web, for example, arts and entertainment.\nScaling laws for data mix. To determine the best data mix, we perform scaling law experiments in which we\ntrain several small models on a data mix and use that to predict the performance of a large model on that mix\n(see Section 3.2.1). We repeat this process multiple times for different data mixes to select a new data mix\ncandidate. Subsequently, we train a larger model on this candidate data mix and evaluate the performance of\nthat model on several key benchmarks.\nData mix summary. Our final data mix contains roughly 50% of tokens corresponding to general knowledge,\n25% of mathematical and reasoning tokens, 17% code tokens, and 8% multilingual tokens.\n3.1.3 Annealing Data\nEmpirically, we find that annealing (see Section 3.4.3) on small amounts of high-quality code and mathematical\ndata can boost the performance of pre-trained models on key benchmarks. Akin to Li et al. (2024b), we\nperform annealing with a data mix that upsamples high-quality data in select domains. We do not include\nany training sets from commonly used benchmarks in our annealing data. This enables us to assess the true\nfew-shot learning capabilities and out-of-domain generalization of Llama 3.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 20, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "few-shot learning capabilities and out-of-domain generalization of Llama 3.\nFollowing OpenAI (2023a), we evaluate the efficacy of annealing on the GSM8k (Cobbe et al., 2021) and\nMATH (Hendrycks et al., 2021b) training sets in annealing. We find that annealing improved the performance\nof a pre-trained Llama 3 8B model on the GSM8k and MATH validation sets by 24.0% and 6.4%, respectively.\nHowever, the improvements on the 405B model are negligible, suggesting that our flagship model has strong\nin-context learning and reasoning capabilities and does not require specific in-domain training samples to\nobtain strong performance.\nUsing annealing to assess data quality. Similar to Blakeney et al. (2024), we find that annealing enables us to\njudge the value of small domain-specific datasets. We measure the value of such datasets by annealing the\nlearning rate of a 50% trained Llama 3 8B model linearly to 0 on 40B tokens. In those experiments, we assign\n30% weight to the new dataset and the remaining 70% weight to the default data mix. Using annealing to\nevaluate new data sources is more efficient than performing scaling law experiments for every small dataset.\n3.2 Model Architecture", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 21, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "evaluate new data sources is more efficient than performing scaling law experiments for every small dataset.\n3.2 Model Architecture\nLlama 3 uses a standard, dense Transformer architecture (Vaswani et al., 2017). It does not deviate significantly\nfrom Llama and Llama 2 (Touvron et al., 2023a,b) in terms of model architecture; our performance gains are\nprimarily driven by improvements in data quality and diversity as well as by increased training scale.\nWe make a few small modifications compared to Llama 2:\n•We use grouped query attention (GQA; Ainslie et al. (2023)) with 8 key-value heads to improve inference\nspeed and to reduce the size of key-value caches during decoding.\n•We use an attention mask that prevents self-attention between different documents within the same\nsequence. We find that this change had limited impact during in standard pre-training, but find it to be\nimportant in continued pre-training on very long sequences.\n6\n8B 70B 405B\nLayers 32 80 126\nModel Dimension 4,096 8192 16,384\nFFN Dimension 14,336 28,672 53,248\nAttention Heads 32 64 128\nKey/Value Heads 8 8 8\nPeak Learning Rate 3×10−41.5×10−48×10−5\nActivation Function SwiGLU", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 22, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Key/Value Heads 8 8 8\nPeak Learning Rate 3×10−41.5×10−48×10−5\nActivation Function SwiGLU\nVocabulary Size 128,000\nPositional Embeddings RoPE ( θ= 500 ,000)\nTable 3 Overview of the key hyperparameters of Llama 3. We display settings for 8B, 70B, and 405B language models.\n•We use a vocabulary with 128K tokens. Our token vocabulary combines 100K tokens from the tiktoken3\ntokenizer with 28K additional tokens to better support non-English languages. Compared to the Llama\n2 tokenizer, our new tokenizer improves compression rates on a sample of English data from 3.17 to\n3.94 characters per token. This enables the model to “read” more text for the same amount of training\ncompute. We also found that adding 28K tokens from select non-English languages improved both\ncompression ratios and downstream performance, with no impact on English tokenization.\n•We increase the RoPE base frequency hyperparameter to 500,000. This enables us to better support\nlonger contexts; Xiong et al. (2023) showed this value to be effective for context lengths up to 32,768.\nLlama 3 405B uses an architecture with 126 layers, a token representation dimension of 16,384, and 128", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 23, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Llama 3 405B uses an architecture with 126 layers, a token representation dimension of 16,384, and 128\nattention heads; see Table 3 for details. This leads to a model size that is approximately compute-optimal\naccording to scaling laws on our data for our training budget of 3.8×1025FLOPs.\n3.2.1 Scaling Laws\nWe develop scaling laws (Hoffmann et al., 2022; Kaplan et al., 2020) to determine the optimal model size for\nour flagship model given our pre-training compute budget. In addition to determining the optimal model size,\na major challenge is to forecast the flagship model’s performance on downstream benchmark tasks, due to a\ncouple of issues: (1) Existing scaling laws typically predict only next-token prediction loss rather than specific\nbenchmark performance. (2) Scaling laws can be noisy and unreliable because they are developed based on\npre-training runs conducted with small compute budgets (Wei et al., 2022b).\nTo address these challenges, we implement a two-stage methodology to develop scaling laws that accurately\npredict downstream benchmark performance:\n1.We first establish a correlation between the compute-optimal model’s negative log-likelihood on downstream tasks and the training FLOPs.\n2.Next, we correlate the negative log-likelihood on downstream tasks with task accuracy, utilizing both the", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 24, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "2.Next, we correlate the negative log-likelihood on downstream tasks with task accuracy, utilizing both the\nscaling law models and older models trained with higher compute FLOPs. In this step, we specifically\nleverage the Llama 2 family of models.\nThis approach enables us to predict downstream task performance given a specific number of training FLOPs\nfor compute-optimal models. We use a similar method to select our pre-training data mix (see Section 3.4).\nScaling law experiments. Concretely, we construct our scaling laws by pre-training models using compute\nbudgets between 6×1018FLOPs and 1022FLOPs. At each compute budget, we pre-train models ranging\nin size between 40M and 16B parameters, using a subset of model sizes at each compute budget. In these\ntraining runs, we use a cosine learning rate schedule with a linear warmup for 2,000 training steps. The peak\nlearning rate is set between 2×10−4and4×10−4depending on the size of the model. We set the cosine\ndecay to 0.1 of the peak value. The weight decay at each step is set to 0.1 times the learning rate at that step.\nWe use a fixed batch size for each compute scale, ranging between 250K and 4M.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 25, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "We use a fixed batch size for each compute scale, ranging between 250K and 4M.\n3https://github.com/openai/tiktoken/tree/main\n7\n101010111012\nTraining Tokens0.700.750.800.850.900.95Validation Loss\nCompute\n6e18\n1e19\n3e19\n6e19\n1e20\n3e20\n6e20\n1e21\n3e21\n1e22Figure 2 Scaling law IsoFLOPs curves between 6×1018\nand 1022FLOPs. The loss is the negative loglikelihood on a held-out validation set. We approximate measurements at each compute scale using a\nsecond degree polynomial.\n1019102010211022\nCompute (FLOPs)10101011Training Tokens\nFitted Line, = 0.537, A = 0.299\nFigure 3 Number of training tokens in identified computeoptimal models as a function of pre-training compute\nbudget.We include the fitted scaling-law prediction\nas well. The compute-optimal models correspond to\nthe parabola minimums in Figure 2.\nThese experiments give rise to the IsoFLOPs curves in Figure 2. The loss in these curves is measured on", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 26, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "the parabola minimums in Figure 2.\nThese experiments give rise to the IsoFLOPs curves in Figure 2. The loss in these curves is measured on\na separate validation set. We fit the measured loss values using a second-degree polynomial and identify\nthe minimums of each parabola. We refer to minimum of a parabola as the compute-optimal model at the\ncorresponding pre-training compute budget.\nWe use the compute-optimal models we identified this way to predict the optimal number of training tokens\nfor a specific compute budget. To do so, we assume a power-law relation between compute budget, C, and\nthe optimal number of training tokens, N⋆(C):\nN⋆(C) =ACα.\nWe fit Aandαusing the data from Figure 2. We find that (α, A) = (0 .53,0.29); the corresponding fit is\nshown in Figure 3. Extrapolation of the resulting scaling law to 3.8×1025FLOPs suggests training a 402B\nparameter model on 16.55T tokens.\nAn important observation is that IsoFLOPs curves become flatteraround the minimum as the compute\nbudget increases. This implies that performance of the flagship model is relatively robust to small changes in", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 27, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "An important observation is that IsoFLOPs curves become flatteraround the minimum as the compute\nbudget increases. This implies that performance of the flagship model is relatively robust to small changes in\nthe trade-off between model size and training tokens. Based on this observation, we ultimately decided to\ntrain a flagship model with 405B parameters.\nPredicting performance on downstream tasks. We use the resulting compute-optimal models to forecast\nthe performance of the flagship Llama 3 model on benchmark data sets. First, we linearly correlate the\n(normalized) negative log-likelihood of correct answer in the benchmark and the training FLOPs. In this\nanalysis, we use only the scaling law models trained up to 1022FLOPs on the data mix described above. Next,\nwe establish a sigmoidal relation between the log-likelihood and accuracy using both the scaling law models\nand Llama 2 models, which were trained using the Llama 2 data mix and tokenizer. We show the results of\nthis experiment on the ARC Challenge benchmark in Figure 4). We find this two-step scaling law prediction,\nwhich extrapolates over four orders of magnitude, to be quite accurate: it only slightly underestimates the\nfinal performance of the flagship Llama 3 model.\n3.3 Infrastructure, Scaling, and Efficiency\nWe describe our hardware and infrastructure that powered Llama 3 405B pre-training at scale and discuss", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 28, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "3.3 Infrastructure, Scaling, and Efficiency\nWe describe our hardware and infrastructure that powered Llama 3 405B pre-training at scale and discuss\nseveral optimizations that leads to improvements in training efficiency.\n3.3.1 Training Infrastructure\nThe Llama 1 and 2 models were trained on Meta’s AI Research SuperCluster (Lee and Sengupta, 2022). As\nwe scaled further, the training for Llama 3 was migrated to Meta’s production clusters (Lee et al., 2024).This\n8\n102010211022102310241025\nCompute (FLOPs)1.2001.2251.2501.2751.3001.3251.3501.3751.400Normalized NLL per Char.\n1.20 1.25 1.30 1.35 1.40\nNormalized NLL per Char.0.30.40.50.60.70.80.91.0Accuracy\nScaling Law Models\nLlama 2 Models\nScaling Law Prediction\nLlama 3 405BFigure 4 Scaling law forecast for ARC Challenge. Left:Normalized negative log-likelihood of the correct answer on the\nARC Challenge benchmark as a function of pre-training FLOPs. Right:ARC Challenge benchmark accuracy as a\nfunction of the normalized negative log-likelihood of the correct answer. This analysis enables us to predict model", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 29, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "function of the normalized negative log-likelihood of the correct answer. This analysis enables us to predict model\nperformance on the ARC Challenge benchmark before pre-training commences. See text for details.\nsetup optimizes for production-grade reliability, which is essential as we scale up training.\nCompute. Llama 3 405B is trained on up to 16K H100 GPUs, each running at 700W TDP with 80GB HBM3,\nusing Meta’s Grand Teton AI server platform (Matt Bowman, 2022). Each server is equipped with eight GPUs\nand two CPUs. Within a server, the eight GPUs are connected via NVLink. Training jobs are scheduled\nusing MAST (Choudhury et al., 2024), Meta’s global-scale training scheduler.\nStorage. Tectonic (Pan et al., 2021), Meta’s general-purpose distributed file system, is used to build a storage\nfabric (Battey and Gupta, 2024) for Llama 3 pre-training. It offers 240 PB of storage out of 7,500 servers\nequipped with SSDs, and supports a sustainable throughput of 2 TB/s and a peak throughput of 7 TB/s. A\nmajor challenge is supporting the highly bursty checkpoint writes that saturate the storage fabric for short", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 30, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "major challenge is supporting the highly bursty checkpoint writes that saturate the storage fabric for short\ndurations. Checkpointing saves each GPU’s model state, ranging from 1 MB to 4 GB per GPU, for recovery\nand debugging. We aim to minimize GPU pause time during checkpointing and increase checkpoint frequency\nto reduce the amount of lost work after a recovery.\nNetwork. Llama 3 405B used RDMA over Converged Ethernet (RoCE) fabric based on the Arista 7800\nand Minipack2 Open Compute Project4OCP rack switches. Smaller models in the Llama 3 family were\ntrained using Nvidia Quantum2 Infiniband fabric. Both RoCE and Infiniband clusters leverage 400 Gbps\ninterconnects between GPUs. Despite the underlying network technology differences between these clusters,\nwe tune both of them to provide equivalent performance for these large training workloads. We elaborate\nfurther on our RoCE network since we fully own its design.\n•Network topology. Our RoCE-based AI cluster comprises 24K GPUs5connected by a three-layer Clos\nnetwork (Lee et al., 2024). At the bottom layer, each rack hosts 16 GPUs split between two servers and\nconnected by a single Minipack2 top-of-the-rack (ToR) switch. In the middle layer, 192 such racks are", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 31, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "connected by a single Minipack2 top-of-the-rack (ToR) switch. In the middle layer, 192 such racks are\nconnected by Cluster Switches to form a pod of 3,072 GPUs with full bisection bandwidth, ensuring no\noversubscription. At the top layer, eight such pods within the same datacenter building are connected via\nAggregation Switches to form a cluster of 24K GPUs. However, network connectivity at the aggregation\nlayer does not maintain full bisection bandwidth and instead has an oversubscription ratio of 1:7. Our\nmodel parallelism methods (see Section 3.3.2) and training job scheduler (Choudhury et al., 2024) are\nall optimized to be aware of network topology, aiming to minimize network communication across pods.\n•Load balancing. LLM training produces fat network flows that are hard to load balance across all\navailable network paths using traditional methods such as Equal-Cost Multi-Path (ECMP) routing. To\naddress this challenge, we employ two techniques. First, our collective library creates 16 network flows\nbetween two GPUs, instead of just one, thereby reducing the traffic per flow and providing more flows\n4Open Compute Project: https://www.opencompute.org/\n5Note that we use only up to 16K of these 24K GPUs for Llama 3 pre-training.\n9", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 32, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "5Note that we use only up to 16K of these 24K GPUs for Llama 3 pre-training.\n9\nGPUs TP CP PP DP Seq. Len. Batch size/DP Tokens/Batch TFLOPs/GPU BF16 MFU\n8,192 8 1 16 64 8,192 32 16M 430 43%\n16,384 8 1 16 128 8,192 16 16M 400 41%\n16,384 8 16 16 4 131,072 16 16M 380 38%\nTable 4 Scaling configurations and MFU for each stage of Llama 3 405B pre-training. See text and Figure 5 for descriptions\nof each type of parallelism.\nfor load balancing. Second, our Enhanced-ECMP (E-ECMP) protocol effectively balances these 16 flows\nacross different network paths by hashing on additional fields in the RoCE header of packets.\n•Congestion control. We use deep-buffer switches in the spine (Gangidi et al., 2024) to accommodate\ntransient congestion and buffering caused by collective communication patterns. This setup helps\nlimit the impact of persistent congestion and network back pressure caused by slow servers, which is\ncommon in training. Finally, better load balancing through E-ECMP significantly reduces the chance\nof congestion. With these optimizations, we successfully run a 24K GPU cluster without traditional", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 33, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "common in training. Finally, better load balancing through E-ECMP significantly reduces the chance\nof congestion. With these optimizations, we successfully run a 24K GPU cluster without traditional\ncongestion control methods such as Data Center Quantized Congestion Notification (DCQCN).\n3.3.2 Parallelism for Model Scaling\nTo scale training for our largest models, we use 4D parallelism—a combination of four different types of\nparallelism methods—to shard the model. This approach efficiently distributes computation across many\nGPUs and ensures each GPU’s model parameters, optimizer states, gradients, and activations fit in its\nHBM. Our implementation of 4D parallelism is illustrated in Figure 5. It combines tensor parallelism (TP;\nKrizhevsky et al. (2012); Shoeybi et al. (2019); Korthikanti et al. (2023)), pipeline parallelism (PP; Huang\net al. (2019); Narayanan et al. (2021); Lamy-Poirier (2023)), context parallelism (CP; Liu et al. (2023a)), and\ndata parallelism (DP; Rajbhandari et al. (2020); Ren et al. (2021); Zhao et al. (2023b)).", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 34, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "data parallelism (DP; Rajbhandari et al. (2020); Ren et al. (2021); Zhao et al. (2023b)).\nTensor parallelism splits individual weight tensors into multiple chunks on different devices. Pipeline parallelism\npartitions the model vertically into stages by layers, so that different devices can process in parallel different\nstages of the full model pipeline. Context parallelism divides the input context into segments, reducing memory\nbottleneck for very long sequence length inputs. We use fully sharded data parallelism (FSDP; Rajbhandari\net al., 2020; Ren et al., 2021; Zhao et al., 2023b), which shards the model, optimizer, and gradients while\nimplementing data parallelism which processes data in parallel on multiple GPUs and synchronizes after each\ntraining step. Our use of FSDP for Llama 3 shards optimizer states and gradients, but for model shards we do\nnot reshard after forward computation to avoid an extra all-gather communication during backward passes.\nGPU utilization. Through careful tuning of the parallelism configuration, hardware, and software, we achieve\nan overall BF16 Model FLOPs Utilization (MFU; Chowdhery et al. (2023)) of 38-43% for the configurations", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 35, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "an overall BF16 Model FLOPs Utilization (MFU; Chowdhery et al. (2023)) of 38-43% for the configurations\nshown in Table 4. The slight drop in MFU to 41% on 16K GPUs with DP=128 compared to 43% on 8K\nGPUs with DP=64 is due to the lower batch size per DP group needed to keep the global tokens per batch\nconstant during training.\nPipeline parallelism improvements. We encountered several challenges with existing implementations:\n•Batch size constraint. Current implementations have constraints on supported batch size per GPU,\nrequiring it to be divisible by the number of pipeline stages. For the example in Figure 6, the depth-first\nschedule (DFS) of pipeline parallelism (Narayanan et al., 2021) requires N=PP= 4, while the\nbreadth-first schedule (BFS; Lamy-Poirier (2023)) requires N=M, where Mis the total number\nof micro-batches and Nis the number of contiguous micro-batches for the same stage’s forward or\nbackward. However, pre-training often needs flexibility to adjust batch size.\n•Memory imbalance. Existing pipeline parallelism implementations lead to imbalanced resource consumption. The first stage consumes more memory due to the embedding and the warm-up micro-batches.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 36, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "•Memory imbalance. Existing pipeline parallelism implementations lead to imbalanced resource consumption. The first stage consumes more memory due to the embedding and the warm-up micro-batches.\n•Computation imbalance. After the last layer of the model, we need to calculate output and loss, making\nthis stage the execution latency bottleneck.\n10\nFigure 5 Illustration of 4D parallelism. GPUs are divided into parallelism groups in the order of [TP, CP, PP, DP], where\nDP stands for FSDP. In this example, 16 GPUs are configured with a group size of |TP|=2, |CP|=2, |PP|=2, and\n|DP|=2. A GPU’s position in 4D parallelism is represented as a vector, [ D1,D2,D3,D4], where Diis the index on\nthei-th parallelism dimension. In this example, GPU0[TP0, CP0, PP0, DP0] and GPU1[TP1, CP0, PP0, DP0] are in\nthe same TP group, GPU0 and GPU2 are in the same CP group, GPU0 and GPU4 are in the same PP group, and\nGPU0 and GPU8 are in the same DP group.\nTo address these issues, we modify our pipeline schedule as shown in Figure 6, which allows setting N", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 37, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "GPU0 and GPU8 are in the same DP group.\nTo address these issues, we modify our pipeline schedule as shown in Figure 6, which allows setting N\nflexibly—in this case N= 5, which can run a arbitrary number of micro-batches in each batch. This allows\nus to run: (1) fewer micro-batches than the number of stages when we have batch size limit at large scale;\nor (2) more micro-batches to hide point-to-point communication, finding a sweet spot between DFS and\nbreadth first schedule (BFS) for the best communication and memory efficiency. To balance the pipeline,\nwe reduce one Transformer layer each from the first and the last stages, respectively. This means that\nthe first model chunk on the first stage has only the embedding, and the last model chunk on the last\nstage has only output projection and loss calculation. To reduce pipeline bubbles, we use an interleaved\nschedule (Narayanan et al., 2021) with Vpipeline stages on one pipeline rank. Overall pipeline bubble ratio\nisPP−1\nV∗M. Further, we adopt asynchronous point-to-point communication in PP, which considerably speeds up\ntraining, especially in cases when the document mask introduces extra computation imbalance. We enable", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 38, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "training, especially in cases when the document mask introduces extra computation imbalance. We enable\nTORCH_NCCL_AVOID_RECORD_STREAMS to reduce memory usage from asynchronous point-to-point\ncommunication. Finally, to reduce memory cost, based on detailed memory allocation profiling, we proactively\ndeallocate tensors that will not be used for future computation, including the input and output tensors of each\npipeline stage, that will not be used for future computation. With these optimizations, we could pre-train\nLlama 3 on sequences of 8K tokens without activation checkpointing.\nContext parallelism for long sequences. We utilize context parallelism (CP) to improve memory efficiency when\nscaling the context length of Llama 3 and enable training on extremely long sequences up to 128K in length.\nIn CP, we partition across the sequence dimension, and specifically we partition the input sequence into\n2×CPchunks so each CP rank receives two chunks for better load balancing. The i-th CP rank received\nboth the i-th and the (2×CP−1−i)-th chunks.\nDifferent from existing CP implementations that overlap communication and computation in a ring-like\nstructure (Liu et al., 2023a), our CP implementation adopts an all-gather based method where we first", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 39, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "structure (Liu et al., 2023a), our CP implementation adopts an all-gather based method where we first\nall-gather the key (K) and value (V) tensors, and then compute attention output for the local query (Q)\ntensor chunk. Although the all-gather communication latency is exposed in the critical path, we still adopt\nthis approach for two main reasons: (1) it is easier and more flexible to support different types of attention\nmasks in all-gather based CP attention, such as the document mask; and (2) the exposed all-gather latency\n11\nFigure 6 Illustration of pipeline parallelism in Llama 3. Pipeline parallelism partitions eight pipeline stages (0 to 7) across\nfour pipeline ranks (PP ranks 0 to 3), where the GPUs with rank 0 run stages 0 and 4, the GPUs with P rank 1 run\nstages 1 and 5, etc. The colored blocks (0 to 9) represent a sequence of micro-batches, where Mis the total number of\nmicro-batches and Nis the number of continuous micro-batches for the same stage’s forward or backward. Our key\ninsight is to make Ntunable.\nis small as the communicated K and V tensors are much smaller than Q tensor due to the use of GQA (Ainslie", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 40, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "insight is to make Ntunable.\nis small as the communicated K and V tensors are much smaller than Q tensor due to the use of GQA (Ainslie\net al., 2023). Hence, the time complexity of attention computation is an order of magnitude larger than\nall-gather (O(S2)versus O(S), where Srepresents the sequence length in the full causal mask), making the\nall-gather overhead negligible.\nNetwork-aware parallelism configuration. The order of parallelism dimensions, [TP, CP, PP, DP], is optimized\nfor network communication. The innermost parallelism requires the highest network bandwidth and lowest\nlatency, and hence is usually constrained to within the same server. The outermost parallelism may spread\nacross a multi-hop network and should tolerate higher network latency. Therefore, based on the requirements\nfor network bandwidth and latency, we place parallelism dimensions in the order of [TP, CP, PP, DP]. DP\n(i.e., FSDP) is the outermost parallelism because it can tolerate longer network latency by asynchronously\nprefetching sharded model weights and reducing gradients. Identifying the optimal parallelism configuration\nwith minimal communication overhead while avoiding GPU memory overflow is challenging. We develop a\nmemory consumption estimator and a performance-projection tool which helped us explore various parallelism", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 41, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "with minimal communication overhead while avoiding GPU memory overflow is challenging. We develop a\nmemory consumption estimator and a performance-projection tool which helped us explore various parallelism\nconfigurations and project overall training performance and identify memory gaps effectively.\nNumerical stability. By comparing training loss between different parallelism setups, we fixed several numerical\nissues that impact training stability. To ensure training convergence, we use FP32 gradient accumulation\nduring backward computation over multiple micro-batches and also reduce-scatter gradients in FP32 across\ndata parallel workers in FSDP. For intermediate tensors, e.g., vision encoder outputs, that are used multiple\ntimes in the forward computation, the backward gradients are also accumulated in FP32.\n3.3.3 Collective Communication\nOur collective communication library for Llama 3 is based on a fork of Nvidia’s NCCL library, called NCCLX.\nNCCLX significantly improves the performance of NCCL, especially for higher latency networks. Recall that\nthe order of parallelism dimensions is [TP, CP, PP, DP], where DP corresponds to FSDP. The outermost\nparallelism dimensions, PP and DP, may communicate through a multi-hop network, with latency up to tens\nof microseconds. The original NCCL collectives— all-gather andreduce-scatter in FSDP, and point-to-point", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 42, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "of microseconds. The original NCCL collectives— all-gather andreduce-scatter in FSDP, and point-to-point\nin PP—require data chunking and staged data copy. This approach incurs several inefficiencies, including\n(1) requiring a large number of small control messages to be exchanged over the network to facilitate data\ntransfer, (2) extra memory-copy operations, and (3) using extra GPU cycles for communication. For Llama 3\ntraining, we address a subset of these inefficiencies by tuning chunking and data transfer to fit our network\nlatencies, which can be as high as tens of microseconds for a large cluster. We also allow small control messages\nto traverse our network at a higher priority, especially avoiding being head-of-line blocked in deep-buffer\ncore switches. Our ongoing work for future Llama versions involves making deeper changes in NCCLX to\nholistically address all the aforementioned problems.\n12\nComponent Category Interruption Count % of Interruptions\nFaulty GPU GPU 148 30.1%\nGPU HBM3 Memory GPU 72 17.2%\nSoftware Bug Dependency 54 12.9%\nNetwork Switch/Cable Network 35 8.4%\nHost MaintenanceUnplanned\nMaintenance32 7.6%\nGPU SRAM Memory GPU 19 4.5%\nGPU System Processor GPU 17 4.1%", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 43, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Host MaintenanceUnplanned\nMaintenance32 7.6%\nGPU SRAM Memory GPU 19 4.5%\nGPU System Processor GPU 17 4.1%\nNIC Host 7 1.7%\nNCCL Watchdog Timeouts Unknown 7 1.7%\nSilent Data Corruption GPU 6 1.4%\nGPU Thermal Interface + Sensor GPU 6 1.4%\nSSD Host 3 0.7%\nPower Supply Host 3 0.7%\nServer Chassis Host 2 0.5%\nIO Expansion Board Host 2 0.5%\nDependency Dependency 2 0.5%\nCPU Host 2 0.5%\nSystem Memory Host 2 0.5%\nTable 5 Root-cause categorization of unexpected interruptions during a 54-day period of Llama 3 405B pre-training. About\n78% of unexpected interruptions were attributed to confirmed or suspected hardware issues.\n3.3.4 Reliability and Operational Challenges\nThe complexity and potential failure scenarios of 16K GPU training surpass those of much larger CPU clusters\nthat we have operated. Moreover, the synchronous nature of training makes it less fault-tolerant—a single\nGPU failure may require a restart of the entire job. Despite these challenges, for Llama 3, we achieved higher\nthan 90% effective training time while supporting automated cluster maintenance, such as firmware and Linux", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 44, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "than 90% effective training time while supporting automated cluster maintenance, such as firmware and Linux\nkernel upgrades (Vigraham and Leonhardi, 2024), which resulted in at least one training interruption daily.\nThe effective training time measures the time spent on useful training over the elapsed time.\nDuring a 54-day snapshot period of pre-training, we experienced a total of 466 job interruptions. Of these, 47\nwere planned interruptions due to automated maintenance operations such as firmware upgrades or operatorinitiated operations like configuration or dataset updates. The remaining 419 were unexpected interruptions,\nwhich are classified in Table 5. Approximately 78% of the unexpected interruptions are attributed to confirmed\nhardware issues, such as GPU or host component failures, or suspected hardware-related issues like silent data\ncorruption and unplanned individual host maintenance events. GPU issues are the largest category, accounting\nfor 58.7% of all unexpected issues. Despite the large number of failures, significant manual intervention was\nrequired only three times during this period, with the rest of issues handled by automation.\nTo increase the effective training time, we reduced job startup and checkpointing time, and developed tools\nfor fast diagnosis and problem resolution. We extensively use PyTorch’s built-in NCCL flight recorder (Ansel\net al., 2024), a feature that captures collective metadata and stack traces into a ring buffer, and hence allowing", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 45, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "et al., 2024), a feature that captures collective metadata and stack traces into a ring buffer, and hence allowing\nus to diagnose hangs and performance issues quickly at scale, particularly with regard to NCCLX. Using\nthis, we efficiently record every communication event and the duration of each collective operation, and also\nautomatically dump tracing data on NCCLX watchdog or heartbeat timeout. We enable more computationally\nintensive tracing operations and metadata collection selectively as needed live in production through online\nconfiguration changes (Tang et al., 2015) without needing a code release or job restart.\nDebugging issues in large-scale training is complicated by the mixed use of NVLink and RoCE in our network.\nData transfer over NVLink typically occurs through load/store operations issued by CUDA kernels, and\nfailures in either the remote GPU or NVLink connectivity often manifest as stalled load/store operations\nwithin CUDA kernels without returning a clear error code. NCCLX enhances the speed and accuracy of failure\n13\ndetection and localization through a tight co-design with PyTorch, allowing PyTorch to access NCCLX’s\ninternal state and track relevant information. While stalls due to NVLink failures cannot be completely\nprevented, our system monitors the state of the communication library and automatically times out when", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 46, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "internal state and track relevant information. While stalls due to NVLink failures cannot be completely\nprevented, our system monitors the state of the communication library and automatically times out when\nsuch a stall is detected. Additionally, NCCLX traces the kernel and network activities of each NCCLX\ncommunication and provides a snapshot of the failing NCCLX collective’s internal state, including finished\nand pending data transfers between all ranks. We analyze this data to debug NCCLX scaling issues.\nSometimes, hardwareissuesmaycausestill-functioningbutslowstragglersthatarehardtodetect. Evenasingle\nstraggler can slow down thousands of other GPUs, often appearing as functioning but slow communications.\nWe developed tools to prioritize potentially problematic communications from selected process groups. By\ninvestigating just a few top suspects, we were usually able to effectively identify the stragglers.\nOne interesting observation is the impact of environmental factors on training performance at scale. For\nLlama 3 405B , we noted a diurnal 1-2% throughput variation based on time-of-day. This fluctuation is the\nresult of higher mid-day temperatures impacting GPU dynamic voltage and frequency scaling.\nDuring training, tens of thousands of GPUs may increase or decrease power consumption at the same time,\nfor example, due to all GPUs waiting for checkpointing or collective communications to finish, or the startup", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 47, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "for example, due to all GPUs waiting for checkpointing or collective communications to finish, or the startup\nor shutdown of the entire training job. When this happens, it can result in instant fluctuations of power\nconsumption across the data center on the order of tens of megawatts, stretching the limits of the power grid.\nThis is an ongoing challenge for us as we scale training for future, even larger Llama models.\n3.4 Training Recipe\nThe recipe used to pre-train Llama 3 405B consists of three main stages: (1)initial pre-training, (2)long-context\npre-training, and (3)annealing. The three stages are described separately below. We use similar recipes to\npre-train the 8B and 70B models.\n3.4.1 Initial Pre-Training\nWe pre-train Llama 3 405B using AdamW with a peak learning rate of 8×10−5,a linear warm up of 8,000\nsteps, and a cosine learning rate schedule decaying to 8×10−7over 1,200,000 steps. We use a lower batch size\nearly in training to improve training stability, and increase it subsequently to improve efficiency. Specifically,\nwe use an initial batch size of 4M tokens and sequences of length 4,096, and double these values to a batch", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 48, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "we use an initial batch size of 4M tokens and sequences of length 4,096, and double these values to a batch\nsize of 8M sequences of 8,192 tokens after pre-training 252M tokens. We double the batch size again to 16M\nafter pre-training on 2.87T tokens. We found this training recipe to be very stable: we observed few loss\nspikes and did not require interventions to correct for model training divergence.\nAdjusting the data mix. We made a several adjustments to the pre-training data mix during training to improve\nmodel performance on particular downstream tasks. In particular, we increased the percentage of non-English\ndata during pre-training to improve the multilingual performance of Llama 3. We also upsample mathematical\ndata to improve the model’s mathematical reasoning performance, we added more recent web data in the\nlater stages of pre-training to advance the model’s knowledge cut-off, and we downsampled subsets of the\npre-training data that were later identified as being lower quality.\n3.4.2 Long Context Pre-Training\nIn the final stages of pre-training, we train on long sequences to support context windows of up to 128K tokens.\nWe do not train on long sequences earlier because the compute in self-attention layers grows quadratically in", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 49, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "We do not train on long sequences earlier because the compute in self-attention layers grows quadratically in\nthe sequence length. We increase the supported context length in increments, pre-training until the model has\nsuccessfully adapted to the increased context length. We assess successful adaptation by measuring whether (1)\nmodel performance on short-context evaluations has recovered completely and (2)the model perfectly solves\n“needle in a haystack” tasks up to that length. In Llama 3 405B pre-training, we increased context length\ngradually in six stages, starting from the original 8K context window and ending in the final 128K context\nwindow. This long-context pre-training stage was performed using approximately 800B training tokens.\n14\nFigure 7 Illustration of the overall post-training approach for Llama 3. Our post-training strategy involves rejection sampling,\nsupervised finetuning, and direct preference optimization. See text for details.\n3.4.3 Annealing\nDuring pre-training on the final 40M tokens, we linearly annealed the learning rate to 0, maintaining a context\nlength of 128K tokens. During this annealing phase, we also adjusted the data mix to upsample data sources\nof very high quality; see Section 3.1.3. Finally, we compute the average of model checkpoints (Polyak (1991)", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 50, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "of very high quality; see Section 3.1.3. Finally, we compute the average of model checkpoints (Polyak (1991)\naveraging) during annealing to produce the final pre-trained model.\n4 Post-Training\nWe produce the aligned Llama 3 models by applying several rounds of post-training,6or aligning the model\nwith human feedback (Ouyang et al., 2022; Rafailov et al., 2024) on top of a pre-trained checkpoint. Each\nround of post-training involves supervised finetuning (SFT) followed by Direct Preference Optimization (DPO;\nRafailov et al., 2024) on examples collected either via human annotations or generated synthetically. Our\npost-training modeling and data approaches are described in Sections 4.1 and 4.2 respectively. We further\ndetail custom data curation strategies to improve the reasoning, coding, factuality, multilingual, tool use, long\ncontext, and precise instruction following in Section 4.3.\n4.1 Modeling\nThe backbone of our post-training strategy is a reward model and a language model. We first train a reward\nmodel on top of the pre-trained checkpoint using human-annotated preference data (see Section 4.1.2). We\nthen finetune pre-trained checkpoints with supervised finetuning (SFT; see Section 4.1.3), and further align", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 51, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "then finetune pre-trained checkpoints with supervised finetuning (SFT; see Section 4.1.3), and further align\nthe checkpoints with Direct Preference Optimization (DPO; see Section 4.1.4). This process is illustrated\nin Figure 7. Unless otherwise noted, our modeling procedure applies to Llama 3 405B, and we refer to\nLlama 3 405B as Llama 3 for simplicity.\n4.1.1 Chat Dialog Format\nTo tune LLMs for human-AI interaction, we need to define a chat dialog protocol for the model to understand\nhuman instructions and perform conversational tasks. Compared to its predecessor, Llama 3 has new\ncapabilities such as tool use (Section 4.3.5) which may require generating multiple messages and sending\n6We use the term “post-training” to refer to any model training that happens outside of pre-training.\n15\nthem to different locations (e.g., user, ipython) within a single dialog turn. To support this, we design a new\nmulti-message chat protocol which uses various special header and termination tokens. The header tokens\nare used to indicate the source and destination of each message in a conversation. Similarly, the termination\ntokens indicate when it is the time to alternate between human and AI to speak.\n4.1.2 Reward Modeling", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 52, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "tokens indicate when it is the time to alternate between human and AI to speak.\n4.1.2 Reward Modeling\nWe train a reward model (RM) covering different capabilities on top of the pre-trained checkpoint. The\ntraining objective is the same as Llama 2 except that we remove the margin term in the loss, as we observe\ndiminishing improvements after data scaling. Following Llama 2, we use all of our preference data for reward\nmodeling after filtering out samples with similar responses. In addition to standard preference pair of (chosen,\nrejected) response, annotations also create a third “edited response” for some prompts, where the chosen\nresponse from the pair is further edited for improvement (see Section 4.2.1). Hence, each preference ranking\nsample has two or three responses with clear ranking ( edited>chosen>rejected). We concatenate the\nprompt and multiple responses into a single row during training with responses randomly shuffled. This is an\napproximation to the standard scenario of putting the responses in separate rows and computing the scores,\nbut in our ablations, this approach improves training efficiency without a loss in accuracy.\n4.1.3 Supervised Finetuning\nThe reward model is then used to perform rejection sampling on our human annotation prompts, the details", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 53, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "4.1.3 Supervised Finetuning\nThe reward model is then used to perform rejection sampling on our human annotation prompts, the details\nof which are described in Section 4.2. Together with this rejection-sampled data and other data sources\n(including synthetic data), we finetune the pre-trained language model using a standard cross entropy loss\non the target tokens (while masking loss on prompt tokens). More details about the data mix can be found\nin Section 4.2. We refer to this stage as supervised finetuning (SFT; Wei et al., 2022a; Sanh et al., 2022;\nWang et al., 2022b), even though many of the training targets are model-generated. Our largest models are\nfinetuned with a learning rate of 10−5over the course of 8.5K to 9K steps. We found these hyperparameter\nsettings to work well across different rounds and data mixes.\n4.1.4 Direct Preference Optimization\nWe further train our SFT models with Direct Preference Optimization (DPO; Rafailov et al., 2024) for human\npreference alignment. For training, we primarily use the most recent batches of preference data collected using\nthe best performing models from the previous alignment rounds. As a result, our training data conforms better", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 54, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "the best performing models from the previous alignment rounds. As a result, our training data conforms better\nto the distribution of the policy model that is being optimized in each round. We also explored on-policy\nalgorithms such as PPO (Schulman et al., 2017), but found that DPO required less compute for large-scale\nmodels and performed better, especially on instruction following benchmarks like IFEval (Zhou et al., 2023).\nFor Llama 3, we use a learning rate of 10−5and set the βhyper-parameter to be 0.1. In addition, we apply\nthe following algorithmic modifications to DPO:\n•Masking out formatting tokens in DPO loss : We mask out special formatting tokens including header\nand termination tokens (described in Section 4.1.1) from both chosen and rejected responses in the\nloss to stabilize DPO training. We observe that having these tokens contribute to the loss may lead\nto undesired model behaviors such as tail repetition or abruptly generating termination tokens. We\nhypothesize that this is due to the contrastive nature of the DPO loss – the presence of common tokens\nin both chosen and rejected responses leads to a conflicting learning objective as the model needs to\nincrease and reduce the likelihood of these tokens simultaneously.\n•Regularization with NLL loss : We add an additional negative log-likelihood (NLL) loss term with a scaling", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 55, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "increase and reduce the likelihood of these tokens simultaneously.\n•Regularization with NLL loss : We add an additional negative log-likelihood (NLL) loss term with a scaling\ncoefficient of 0.2on the chosen sequences, similar to Pang et al. (2024). This helps further stabilize DPO\ntraining by maintaining desired formatting for generation and preventing the decrease of log probability\nof chosen responses (Pang et al., 2024; Pal et al., 2024).\n4.1.5 Model Averaging\nFinally, we average models obtained from experiments using various versions of data or hyperparameters at\neach RM, SFT, or DPO stage (Izmailov et al., 2019; Wortsman et al., 2022; Li et al., 2022).\n16\n% of Avg. # turns Avg. # tokens Avg. # tokens Avg. # tokens\nDataset comparisons per dialog per example in prompt in response\nGeneral English 81.99% 4.1 1,000.4 36.4 271.2\nCoding 6.93% 3.2 1,621.0 113.8 462.9\nMultilingual 5.19% 1.8 1,299.4 77.1 420.9\nReasoning and tools 5.89% 1.6 707.7 46.6 129.9", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 56, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Reasoning and tools 5.89% 1.6 707.7 46.6 129.9\nTotal 100% 3.8 1,041.6 44.5 284.0\nTable 6 Statistics of human preference data. We list statistics of the internally collected human preference data used for\nLlama 3 alignment. We ask annotators to perform multi-turn dialogues with the models and make comparisons among\nresponses at each turn. In post-processing, we split each dialogue to multiple examples at a turn level. Each example\nconsists of a prompt (including previous dialog if available) and a response (e.g., chosen or rejected response).\n4.1.6 Iterative Rounds\nFollowing Llama 2, we apply the above methods in six rounds. In each cycle, we collect new preference\nannotations and SFT data, sampling synthetic data from the latest models.\n4.2 Post-training Data\nThe post-training data composition plays a critical role in the usefulness and behavior of language models. In\nthis section, we discuss our human annotation procedures and preference data collection (Section 4.2.1), the\ncomposition of our SFT data (Section 4.2.2), and methods for data quality control and cleaning (Section 4.2.3).\n4.2.1 Preference Data\nOur preference data annotation process is similar to Llama 2. We deploy multiple models for annotation after", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 57, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "4.2.1 Preference Data\nOur preference data annotation process is similar to Llama 2. We deploy multiple models for annotation after\neach round and sample two responses from two different models for each user prompt. These models can\nbe trained with different data mixes and alignment recipes, allowing for different capability strength ( e.g.,\ncode expertise) and increased data diversity. We ask annotators to rate the strength of their preference by\ncategorizing it into one of four levels, based on how much more they prefer the chosen response over the\nrejected one: significantly better, better, slightly better, or marginally better. We also incorporate an editing\nstep after preference ranking to encourage annotators to further improve the preferred response. Annotators\nedit the chosen response directly or prompt the model with feedback to refine its own response. Consequently,\na portion of our preference data has three responses ranked ( edited>chosen>rejected).\nIn Table 6, we report the statistics of preference annotations that we use for Llama 3 training. General English\ncovers multiple subcategories such as knowledge-based question and answering or precise instruction-following,\nwhich fall outside the scope of specific capabilities. Compared to Llama 2, we observe an increase in the\naverage length of prompt and response, suggesting that we train Llama 3 on more complex tasks. In addition,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 58, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "average length of prompt and response, suggesting that we train Llama 3 on more complex tasks. In addition,\nwe implement a quality analysis and human evaluation process to rigorously assess the data collected, allowing\nus to refine our prompts and provide systematic, actionable feedback to annotators. For example, as Llama 3\nimproves after each round, we increase prompt complexity accordingly to target areas where the model lags.\nIn each round of post-training, we use all the preference data that is available at the time for reward modeling,\nwhile only using the latest batches from various capabilities for DPO training. For both reward modeling and\nDPO, we use samples that are labeled as the chosen response being significantly better or better than the\nrejected counterpart for training and discard samples with similar responses.\n4.2.2 SFT Data\nOur finetuning data is largely comprised of the following sources:\n•Prompts from our human annotation collection with rejection-sampled responses.\n•Synthetic data targeting specific capabilities (see Section 4.3 for more details).\n17\nAvg. # tokens Avg. # tokens\nDataset % of examples Avg. # turns Avg. # tokens in context in final response\nGeneral English 52.66% 6.3 974.0 656.7 317.1\nCode 14.89% 2.7 753.3 378.8 374.5", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 59, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "General English 52.66% 6.3 974.0 656.7 317.1\nCode 14.89% 2.7 753.3 378.8 374.5\nMultilingual 3.01% 2.7 520.5 230.8 289.7\nExam-like 8.14% 2.3 297.8 124.4 173.4\nReasoning and tools 21.19% 3.1 661.6 359.8 301.9\nLong context 0.11% 6.7 38,135.6 37,395.2 740.5\nTotal 100% 4.7 846.1 535.7 310.4\nTable 7 Statistics of SFT data. We list internally collected SFT data used for Llama 3 alignment. Each SFT example\nconsists of a context (i.e., all conversation turns except the last one) and a final response.\n•Small amounts of human-curated data (see Section 4.3 for more details).\nAs our post-training rounds progress, we develop stronger Llama 3 variants that we use to collect larger\ndatasets that cover a wide range of complex capabilities. In this section, we discuss the details for the\nrejection-sampling procedure and overall composition of our final SFT datamix.\nRejection sampling. During rejection sampling (RS), for each prompt collected during human annotation", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 60, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "rejection-sampling procedure and overall composition of our final SFT datamix.\nRejection sampling. During rejection sampling (RS), for each prompt collected during human annotation\n(Section 4.2.1) we sample K(typically between 10 and 30) outputs from the latest chat model policy (usually\nthe best performing checkpoint from the previous post-training iteration, or the best performing checkpoint\nfor a particular capability) and use our reward model to select the best candidate, consistent with Bai et al.\n(2022). In later rounds of post-training, we introduce system prompts to steer RS responses to conform with\ndesirable tone, style, or formatting, which might be different for different capabilities.\nTo increase the efficiency of rejection sampling, we adopt PagedAttention (Kwon et al., 2023). PagedAttention\nenhances memory efficiency through dynamic key-value cache allocation. It supports arbitrary output lengths\nby dynamically scheduling requests based on the current cache capacity. Unfortunately, this carries the risk of\nswap-out when running out of memory. To eliminate such swap overhead, we define a maximum output length\nand perform a request only if sufficient memory is available to fit an output with that length. PagedAttention\nalso enables us to share the key-value cache pages for a prompt across all corresponding outputs. Together,\nthis leads to a throughput improvement of over 2×during rejection sampling.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 61, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "also enables us to share the key-value cache pages for a prompt across all corresponding outputs. Together,\nthis leads to a throughput improvement of over 2×during rejection sampling.\nOverall data composition. Table 7 shows data statistics for each broad category of our “helpfulness” mix. While\nSFT and preference data contain overlapping domains, they are curated differently, yielding distinct count\nstatistics. In Section 4.2.3 we describe techniques for categorizing topic, complexity, and quality of our data\nsamples. In each round of post-training, we adjust our overall data mix carefully across these axes to tune\nperformance across a wide range of benchmarks. Our final data mix epochs multiple times on some high\nquality sources and downsamples others.\n4.2.3 Data Processing and Quality Control\nGiven that most of our training data is model-generated , it requires careful cleaning and quality control.\nData cleaning. In the early rounds, we observed a number of undesirable patterns common in our data, such\nas excessive use of emojis or exclamation points. Therefore, we implement a series of rule-based data removal\nand modification strategies to filter or clean problematic data. For example, to mitigate overly-apologetic\ntonal issues, we identify overused phrases (such as “I’m sorry” or “I apologize”) and carefully balance the", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 62, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "tonal issues, we identify overused phrases (such as “I’m sorry” or “I apologize”) and carefully balance the\nproportion of such samples in our dataset.\nData pruning. We also apply a collection of model-based techniques to remove low-quality training samples\nand improve overall model performance:\n•Topic classification: We first finetune Llama 3 8B into a topic classifier, and perform inference over\nall data to classify it into both coarsely-grained buckets (“mathematical reasoning”) and fine-grained\n18\nbuckets (“geometry and trigonometry”).\n•Quality scoring: We use both reward model and Llama-based signals to obtain a quality score for each\nsample. For an RM-based score, we consider data that is in the top quartile of RM scores as high quality.\nFor a Llama-based score, we prompt Llama 3 checkpoint to rate each sample on a three-point scale for\ngeneral English data (accuracy, instruction following, and tone/presentation) and a two-point scale for\ncoding data (bug identification and user intention), and consider samples that obtain the maximum\nscore as high quality. The RM and Llama-based scores have high disagreement rates, and we find that", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 63, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "score as high quality. The RM and Llama-based scores have high disagreement rates, and we find that\ncombining these signals yield the best recall on our internal test set. Ultimately, we select examples\nthat are marked as high quality by the RM orthe Llama-based filter.\n•Difficulty scoring: Because we are also interested in prioritizing examples that are more complex for\nthe model, we score data using two measures of difficulty: Instag (Lu et al., 2023) and Llama-based\nscoring. For Instag, we prompt Llama 3 70B to perform intention tagging of SFT prompts, where more\nintentions implies more complexity. We also prompt Llama 3 to measure the difficulty (Liu et al., 2024c)\nof dialogs on a three-point scale.\n•Semantic deduplication: Finally, we perform semantic deduplication (Abbas et al., 2023; Liu et al.,\n2024c). We first cluster complete dialogs using RoBERTa (Liu et al., 2019b) and within each cluster\nsort them by quality score ×difficulty score. We then do greedy selection by iterating through all sorted\nexamples, and only keeping the ones that have maximum cosine similarity less than a threshold to the\nexamples seen so far in the cluster.\n4.3 Capabilities", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 64, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "examples, and only keeping the ones that have maximum cosine similarity less than a threshold to the\nexamples seen so far in the cluster.\n4.3 Capabilities\nWe highlight special efforts to improve performance for specific capabilities such as code (Section 4.3.1),\nmultilinguality (Section 4.3.2), math and reasoning (Section 4.3.3), long context (Section 4.3.4), tool use\n(Section 4.3.5), factuality (Section 4.3.6), and steerability (Section 4.3.7).\n4.3.1 Code\nLLMs for code have received significant attention since the release of Copilot and Codex (Chen et al., 2021).\nDevelopers are now widely using these models to generate code snippets, debug, automate tasks, and improve\ncode quality. For Llama 3, we target improving and evaluating code generation, documentation, debugging,\nand review capabilities for the following high priority programming languages: Python, Java, Javascript,\nC/C++, Typescript, Rust, PHP, HTML/CSS, SQL, bash/shell. Here, we present our work on improving\nthese coding capabilities via training a code expert, generating synthetic data for SFT, improving formatting\nwith system prompt steering, and creating quality filters to remove bad samples from our training data.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 65, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "these coding capabilities via training a code expert, generating synthetic data for SFT, improving formatting\nwith system prompt steering, and creating quality filters to remove bad samples from our training data.\nExpert training. We train a code expert which we use to collect high quality human annotations for code\nthroughout subsequent rounds of post-training. This is accomplished by branching the main pre-training run\nand continuing pre-training on a 1T token mix of mostly (>85%) code data. Continued pre-training on domainspecific data has been shown to be effective for improving performance in a specific domain (Gururangan\net al., 2020). We follow a recipe similar to that of CodeLlama (Rozière et al., 2023). For the last several\nthousand steps of training we perform long-context finetuning (LCFT) to extend the expert’s context length\nto 16K tokens on a high quality mix of repo-level code data. Finally, we follow the similar post-training\nmodeling recipes described in Section 4.1 to align this model, except with SFT and DPO data mixes primarily\ntargeting code. This model is also used for rejection sampling (Section 4.2.2) for coding prompts.\nSynthetic data generation. During development, we identified key issues in code generation, including difficulty", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 66, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Synthetic data generation. During development, we identified key issues in code generation, including difficulty\nin following instructions, code syntax errors, incorrect code generation, and difficulty in fixing bugs. While\nintensive human annotation could theoretically resolve these issues, synthetic data generation offers a\ncomplementary approach at a lower cost and higher scale, unconstrained by the expertise level of annotators.\nAs such, we use Llama 3 and the code expert to generate a large quantity of synthetic SFT dialogs.\nWe describe three high-level approaches for generating synthetic code data. In total, we generate over 2.7M\nsynthetic examples which were used during SFT.\n19\n1.Synthetic data generation: execution feedback. The 8B and 70B models show significant performance\nimprovements when trained on data generated by a larger, more competent model. However, our initial\nexperiments revealed that training Llama 3 405B on its own generated data is not helpful (and can\neven degrade performance). To address this limitation, we introduced execution feedback as a source of\ntruth, enabling the model to learn from its mistakes and stay on track. In particular, we generate large\ndataset of approximately one million synthetic coding dialogues using the following process:\n•Problem description generation: First, we generate a large collection of programming problem\ndescriptions that span a diverse range of topics, including those in the long tail distribution. To", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 67, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "•Problem description generation: First, we generate a large collection of programming problem\ndescriptions that span a diverse range of topics, including those in the long tail distribution. To\nachieve this diversity, we sample random code snippets from various sources and prompt the model\nto generate programming problems inspired by these examples. This allowed us to tap into a wide\nrange of topics and create a comprehensive set of problem descriptions (Wei et al., 2024).\n•Solution generation: Then, we prompt Llama 3 to solve each problem in a given programming\nlanguage. We observe that adding general rules of good programming to the prompt improves the\ngenerated solution quality. Also, we find it is helpful to require the model to explain its thought\nprocess in comments.\n•Correctness analysis: After generating a solution, it is crucial to recognize that its correctness is\nnot guaranteed, and including incorrect solutions in the finetuning dataset could harm the model’s\nquality. While we do not ensure complete correctness, we develop methods to approximate it. To\nachieve this, we extract the source code from the generated solution and applied a combination of\nstatic and dynamic analysis techniques to test its correctness, including:\n–Static analysis : We run all generated code through a parser and a linter to ensure syntactic\ncorrectness, catching errors such as syntax errors, use of uninitialized variables or non-imported", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 68, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "correctness, catching errors such as syntax errors, use of uninitialized variables or non-imported\nfunctions, code style issues, typing errors, and others.\n–Unit test generation and execution : For each problem and solution, we prompt the model\nto generate unit tests, executed in a containerized environment together with the solution,\ncatching run-time execution errors and some semantic errors.\n•Error feedback and iterative self-correction: When a solution fails at any step, we prompt the\nmodel to revise it. The prompt included the original problem description, the faulty solution,\nand feedback from the parser/linter/tester (stdout, stderr/ and return code). After a unit test\nexecution failure, the model could either fix the code to pass the existing tests or modify its unit\ntests to accommodate the generated code. Only dialogs that pass all checks are included in the final\ndataset, used for supervised finetuning (SFT). Notably, we observed that about 20% of solutions\nwere initially incorrect but self-corrected, indicating that the model learned from the execution\nfeedback and improved its performance.\n•Fine-tuning and iterative improvement: The finetuning process is conducted over multiple rounds,\nwith each round building on the previous one. After each round, the model is improved, generating", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 69, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "with each round building on the previous one. After each round, the model is improved, generating\nhigher-quality synthetic data for the next round. This iterative process allows for progressive\nrefinement and enhancement of the model’s performance.\n2.Synthetic data generation: programming language translation. We observe a performance gap between\nmajor programming languages ( e.g., Python/C++) and less common ones ( e.g., Typescript/PHP). This\nis not surprising as we have less training data for less common programming languages. To mitigate\nthis, we supplement our existing data by translating data from common programming languages to\nless common languages (similar to Chen et al. (2023) in the context of reasoning). This is achieved\nby prompting Llama 3 and ensuring quality via syntax parsing, compilation, and execution. Figure 8\ndemonstrates an example of synthetic PHP code translated from Python. This improves performance\nsignificantly for less common languages as measured by the MultiPL-E (Cassano et al., 2023) benchmark.\n3.Synthetic data generation: backtranslation. To improve certain coding capabilities (e.g., documentation,\nexplanations) where execution feedback is less informative for determining quality, we employ an\nalternative multi-step approach. Using this procedure, we generated approximately 1.2M synthetic\n20", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 70, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "explanations) where execution feedback is less informative for determining quality, we employ an\nalternative multi-step approach. Using this procedure, we generated approximately 1.2M synthetic\n20\nFigure 8 Code translation example. We display an example of using Llama 3 to translate Python code (left) to PHP\ncode (right) to augment our SFT dataset with a wider range of programming languages.\nFigure 9 Improving generated code quality with system prompts. Left:without system prompt Right:with system prompt.\ndialogs related to code explanation, generation, documentation, and debugging. Beginning with code\nsnippets from a variety of languages in our pre-training data:\n•Generate: We prompt Llama 3 to generate data that represents our target capability (e.g., we add\ncomments and docstrings for the code snippet, or we ask the model to explain a piece of code).\n•Backtranslate: We then prompt the model to “backtranslate” the synthetically generated data to\nthe original code (e.g., we prompt the model to generate code only from its documentation, or we\nask the model to generate code only from its explanation).\n•Filter:Using the original code as a reference, we prompt the Llama 3 to determine the quality of\nthe output (e.g., we ask the model how faithful the backtranslated code is to the original). We", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 71, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "the output (e.g., we ask the model how faithful the backtranslated code is to the original). We\nthen use the generated examples that have the highest self-verification scores in SFT.\nSystem prompt steering during rejection sampling. During the rejection sampling process, we used code specific\nsystem prompts to improve code readability, documentation, thoroughness, and specificity. Recall, from\nSection 7 this data is used to finetune the language model. Figure 9 shows an example of how the system\nprompt helps improve the generated code quality — it adds necessary comments, uses more informative\nvariable names, saves memory, etc.\nFiltering training data with execution and model-as-judge signals. As described in Section 4.2.3, we occasionally\nencounter quality issues in our rejection-sampled data, such as code blocks containing bugs. Detecting these\nissues in our rejection-sampled data is not as straightforward as it is for our synthetic code data , as the\nrejection-sampled responses typically contain a mix of natural language and code for which the code may not\n21\nalways be expected to be executable. (For example, user prompts may explicitly ask for pseudo-code or edits to\nonly a very small snippet of an executable program.) To address this, we utilize the “model-as-judge” approach,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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