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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": 300, "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": "North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages\n4110–4124, Online, June 2021. Association for Computational Linguistics. doi: 10.18653/v1/2021.naacl-main.324.\nhttps://aclanthology.org/2021.naacl-main.324 .\nDenis Kocetkov, Raymond Li, Loubna Ben Allal, Jia Li, Chenghao Mou, Carlos Muñoz Ferrandis, Yacine Jernite,\nMargaret Mitchell, Sean Hughes, Thomas Wolf, Dzmitry Bahdanau, Leandro von Werra, and Harm de Vries. The\nstack: 3 tb of permissively licensed source code, 2022. https://arxiv.org/abs/2211.15533 .\nRik Koncel-Kedziorski, Subhro Roy, Aida Amini, Nate Kushman, and Hannaneh Hajishirzi. Mawps: A math word\nproblem repository. In Proceedings of the 2016 conference of the north american chapter of the association for\ncomputational linguistics: human language technologies , pages 1152–1157, 2016.", "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": 301, "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 repository. In Proceedings of the 2016 conference of the north american chapter of the association for\ncomputational linguistics: human language technologies , pages 1152–1157, 2016.\nVijay Anand Korthikanti, Jared Casper, Sangkug Lym, Lawrence McAfee, Michael Andersch, Mohammad Shoeybi,\nand Bryan Catanzaro. Reducing activation recomputation in large transformer models. Proceedings of Machine\nLearning and Systems , 5, 2023.\nAlex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton. Imagenet classification with deep convolutional neural\nnetworks. In F. Pereira, C.J. Burges, L. Bottou, and K.Q. Weinberger, editors, Advances in Neural Information\nProcessing Systems , volume 25. Curran Associates, Inc., 2012. https://proceedings.neurips.cc/paper_files/paper/\n2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf .\nWoosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E. Gonzalez, Hao", "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": 302, "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": "Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E. Gonzalez, Hao\nZhang, and Ion Stoica. Efficient memory management for large language model serving with pagedattention, 2023.\nGuokun Lai, Qizhe Xie, Hanxiao Liu, Yiming Yang, and Eduard Hovy. RACE: Large-scale ReAding comprehension\ndataset from examinations. In Martha Palmer, Rebecca Hwa, and Sebastian Riedel, editors, Proceedings of the 2017\nConference on Empirical Methods in Natural Language Processing , pages 785–794, Copenhagen, Denmark, September\n2017. Association for Computational Linguistics. doi: 10.18653/v1/D17-1082. https://aclanthology.org/D17-1082 .\nJoel Lamy-Poirier. Breadth-first pipeline parallelism. Proceedings of Machine Learning and Systems , 5:48–67, 2023.\nMatthew Le, Apoorv Vyas, Bowen Shi, Brian Karrer, Leda Sari, Rashel Moritz, Mary Williamson, Vimal Manohar,\nYossi Adi, Jay Mahadeokar, et al. Voicebox: Text-guided multilingual universal speech generation at scale. Advances", "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": 303, "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": "Yossi Adi, Jay Mahadeokar, et al. Voicebox: Text-guided multilingual universal speech generation at scale. Advances\nin neural information processing systems , 36, 2024.\nKatherine Lee, Daphne Ippolito, Andrew Nystrom, Chiyuan Zhang, Douglas Eck, Chris Callison-Burch, and Nicholas\nCarlini. Deduplicating training data makes language models better. arXiv preprint arXiv:2107.06499 , 2021.\nKenton Lee, Mandar Joshi, Iulia Raluca Turc, Hexiang Hu, Fangyu Liu, Julian Martin Eisenschlos, Urvashi Khandelwal,\nPeter Shaw, Ming-Wei Chang, and Kristina Toutanova. Pix2struct: Screenshot parsing as pretraining for visual\nlanguage understanding. In International Conference on Machine Learning , pages 18893–18912. PMLR, 2023.\nKevin Lee and Shubho Sengupta. Introducing the AI Research SuperCluster — Meta’s cutting-edge AI supercomputer\nfor AI research, 2022. https://ai.meta.com/blog/ai-rsc/ .\n81\nKevin Lee, Adi Gangidi, and Mathew Oldham. Building meta’s genai infrastructure. 2024.", "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": 304, "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": "81\nKevin Lee, Adi Gangidi, and Mathew Oldham. Building meta’s genai infrastructure. 2024.\nJie Lei, Licheng Yu, Mohit Bansal, and Tamara L Berg. Tvqa: Localized, compositional video question answering. In\nEMNLP, 2018.\nMike Lewis, Shruti Bhosale, Tim Dettmers, Naman Goyal, and Luke Zettlemoyer. Base layers: Simplifying training of\nlarge, sparse models. In International Conference on Machine Learning , pages 6265–6274. PMLR, 2021.\nChen Li, Weiqi Wang, Jingcheng Hu, Yixuan Wei, Nanning Zheng, Han Hu, Zheng Zhang, and Houwen Peng. Common\n7b language models already possess strong math capabilities. arXiv preprint arXiv:2403.04706 , 2024a.\nJeffrey Li, Alex Fang, Georgios Smyrnis, Maor Ivgi, Matt Jordan, Samir Gadre, Hritik Bansal, Etash Guha, Sedrick\nKeh, Kushal Arora, Saurabh Garg, Rui Xin, Niklas Muennighoff, Reinhard Heckel, Jean Mercat, Mayee Chen, Suchin", "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": 305, "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": "Gururangan, Mitchell Wortsman, Alon Albalak, Yonatan Bitton, Marianna Nezhurina, Amro Abbas, Cheng-Yu\nHsieh, Dhruba Ghosh, Josh Gardner, Maciej Kilian, Hanlin Zhang, Rulin Shao, Sarah Pratt, Sunny Sanyal, Gabriel\nIlharco, Giannis Daras, Kalyani Marathe, Aaron Gokaslan, Jieyu Zhang, Khyathi Chandu, Thao Nguyen, Igor\nVasiljevic, Sham Kakade, Shuran Song, Sujay Sanghavi, Fartash Faghri, Sewoong Oh, Luke Zettlemoyer, Kyle\nLo, Alaaeldin El-Nouby, Hadi Pouransari, Alexander Toshev, Stephanie Wang, Dirk Groeneveld, Luca Soldaini,\nPang Wei Koh, Jenia Jitsev, Thomas Kollar, Alexandros G. Dimakis, Yair Carmon, Achal Dave, Ludwig Schmidt,\nand Vaishaal Shankar. Datacomp-lm: In search of the next generation of training sets for language models, 2024b.\nhttps://arxiv.org/abs/2406.11794 .", "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": 306, "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": "https://arxiv.org/abs/2406.11794 .\nKunChang Li, Yinan He, Yi Wang, Yizhuo Li, Wenhai Wang, Ping Luo, Yali Wang, Limin Wang, and Yu Qiao.\nVideochat: Chat-centric video understanding. arXiv preprint arXiv:2305.06355 , 2023a.\nMargaret Li, Suchin Gururangan, Tim Dettmers, Mike Lewis, Tim Althoff, Noah A. Smith, and Luke Zettlemoyer.\nBranch-train-merge: Embarrassingly parallel training of expert language models, 2022. https://arxiv.org/abs/2208.\n03306.\nMinghao Li, Yingxiu Zhao, Bowen Yu, Feifan Song, Hangyu Li, Haiyang Yu, Zhoujun Li, Fei Huang, and Yongbin Li.\nApi-bank: A comprehensive benchmark for tool-augmented llms. arXiv preprint arXiv:2304.08244 , 2023b.\nQintong Li, Leyang Cui, Xueliang Zhao, Lingpeng Kong, and Wei Bi. Gsm-plus: A comprehensive benchmark for", "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": 307, "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": "Qintong Li, Leyang Cui, Xueliang Zhao, Lingpeng Kong, and Wei Bi. Gsm-plus: A comprehensive benchmark for\nevaluating the robustness of llms as mathematical problem solvers. arXiv preprint arXiv:2402.19255 , 2024c.\nPercy Liang, Rishi Bommasani, Tony Lee, Dimitris Tsipras, Dilara Soylu, Michihiro Yasunaga, Yian Zhang, Deepak\nNarayanan, Yuhuai Wu, Ananya Kumar, Benjamin Newman, Binhang Yuan, Bobby Yan, Ce Zhang, Christian\nCosgrove, Christopher D. Manning, Christopher Ré, Diana Acosta-Navas, Drew A. Hudson, Eric Zelikman, Esin\nDurmus, Faisal Ladhak, Frieda Rong, Hongyu Ren, Huaxiu Yao, Jue Wang, Keshav Santhanam, Laurel J. Orr,\nLucia Zheng, Mert Yüksekgönül, Mirac Suzgun, Nathan Kim, Neel Guha, Niladri S. Chatterji, Omar Khattab, Peter\nHenderson, Qian Huang, Ryan Chi, Sang Michael Xie, Shibani Santurkar, Surya Ganguli, Tatsunori Hashimoto,", "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": 308, "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": "Henderson, Qian Huang, Ryan Chi, Sang Michael Xie, Shibani Santurkar, Surya Ganguli, Tatsunori Hashimoto,\nThomas Icard, Tianyi Zhang, Vishrav Chaudhary, William Wang, Xuechen Li, Yifan Mai, Yuhui Zhang, and Yuta\nKoreeda. Holistic evaluation of language models. CoRR, abs/2211.09110, 2022. doi: 10.48550/ARXIV.2211.09110.\nhttps://doi.org/10.48550/arXiv.2211.09110 .\nHunter Lightman, Vineet Kosaraju, Yura Burda, Harri Edwards, Bowen Baker, Teddy Lee, Jan Leike, John Schulman,\nIlya Sutskever, and Karl Cobbe. Let’s verify step by step. arXiv preprint arXiv:2305.20050 , 2023.\nBin Lin, Bin Zhu, Yang Ye, Munan Ning, Peng Jin, and Li Yuan. Video-llava: Learning united visual representation\nby alignment before projection. arXiv preprint arXiv:2311.10122 , 2023.", "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": 309, "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": "by alignment before projection. arXiv preprint arXiv:2311.10122 , 2023.\nHao Liu, Matei Zaharia, and Pieter Abbeel. Ring attention with blockwise transformers for near-infinite context. arXiv\npreprint arXiv:2310.01889 , 2023a.\nHaotian Liu, Chunyuan Li, Yuheng Li, and Yong Jae Lee. Improved baselines with visual instruction tuning, 2023b.\nHaotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee. Visual instruction tuning. In NeurIPS , 2023c.\nJiawei Liu, Chunqiu Steven Xia, Yuyao Wang, and Lingming Zhang. Is your code generated by chatgpt really correct?\nrigorous evaluation of large language models for code generation. Advances in Neural Information Processing\nSystems, 36, 2024a.\nRuibo Liu, Jerry Wei, Fangyu Liu, Chenglei Si, Yanzhe Zhang, Jinmeng Rao, Steven Zheng, Daiyi Peng, Diyi Yang,\nDenny Zhou, and Andrew M. Dai. Best practices and lessons learned on synthetic data for language models. CoRR,", "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": 310, "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": "Denny Zhou, and Andrew M. Dai. Best practices and lessons learned on synthetic data for language models. CoRR,\nabs/2404.07503, 2024b. doi: 10.48550/ARXIV.2404.07503. https://doi.org/10.48550/arXiv.2404.07503 .\n82\nWei Liu, Weihao Zeng, Keqing He, Yong Jiang, and Junxian He. What makes good data for alignment? a comprehensive\nstudy of automatic data selection in instruction tuning, 2024c. https://arxiv.org/abs/2312.15685 .\nYinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer,\nand Veselin Stoyanov. Roberta: A robustly optimized bert pretraining approach. arXiv preprint arXiv:1907.11692 ,\n2019a.\nYinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer,", "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": 311, "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": "and Veselin Stoyanov. Roberta: A robustly optimized BERT pretraining approach. CoRR, abs/1907.11692, 2019b.\nhttp://arxiv.org/abs/1907.11692 .\nLlama-Team. Meta llama guard 2. https://github.com/meta-llama/PurpleLlama/blob/main/Llama-Guard2/\nMODEL_CARD.md , 2024.\nKeming Lu, Hongyi Yuan, Zheng Yuan, Runji Lin, Junyang Lin, Chuanqi Tan, Chang Zhou, and Jingren Zhou. Instag:\nInstruction tagging for analyzing supervised fine-tuning of large language models, 2023.\nYao Lu, Max Bartolo, Alastair Moore, Sebastian Riedel, and Pontus Stenetorp. Fantastically ordered prompts and\nwhere to find them: Overcoming few-shot prompt order sensitivity. In Smaranda Muresan, Preslav Nakov, and\nAline Villavicencio, editors, Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics\n(Volume 1: Long Papers) , pages 8086–8098, Dublin, Ireland, May 2022. Association for Computational Linguistics.", "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": 312, "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": "(Volume 1: Long Papers) , pages 8086–8098, Dublin, Ireland, May 2022. Association for Computational Linguistics.\ndoi: 10.18653/v1/2022.acl-long.556. https://aclanthology.org/2022.acl-long.556 .\nHaipeng Luo, Qingfeng Sun, Can Xu, Pu Zhao, Jianguang Lou, Chongyang Tao, Xiubo Geng, Qingwei Lin, Shifeng\nChen, and Dongmei Zhang. Wizardmath: Empowering mathematical reasoning for large language models via\nreinforced evol-instruct. arXiv preprint arXiv:2308.09583 , 2023.\nMuhammad Maaz, Hanoona Rasheed, Salman Khan, and Fahad Shahbaz Khan. Video-chatgpt: Towards detailed\nvideo understanding via large vision and language models. In ACL, 2024.\nAman Madaan, Niket Tandon, Prakhar Gupta, Skyler Hallinan, Luyu Gao, Sarah Wiegreffe, Uri Alon, Nouha Dziri,\nShrimai Prabhumoye, Yiming Yang, et al. Self-refine: Iterative refinement with self-feedback. Advances in Neural\nInformation Processing Systems , 36, 2024a.", "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": 313, "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": "Information Processing Systems , 36, 2024a.\nLovish Madaan, Aaditya K Singh, Rylan Schaeffer, Andrew Poulton, Sanmi Koyejo, Pontus Stenetorp, Sharan Narang,\nand Dieuwke Hupkes. Quantifying variance in evaluation benchmarks. arXiv preprint arXiv:2406.10229 , 2024b.\nNeelu Madan, Andreas Moegelmose, Rajat Modi, Yogesh S. Rawat, and Thomas B. Moeslund. Foundation models for\nvideo understanding: A survey. 2024.\nDhruv Mahajan, Ross Girshick, Vignesh Ramanathan, Kaiming He, Manohar Paluri, Yixuan Li, Ashwin Bharambe,\nand Laurens van der Maaten. Exploring the limits of weakly supervised pretraining. In Proceedings of the European\nConference on Computer Vision (ECCV) , September 2018.\nSoumi Maiti, Yifan Peng, Shukjae Choi, Jee weon Jung, Xuankai Chang, and Shinji Watanabe. Voxtlm: unified\ndecoder-only models for consolidating speech recognition/synthesis and speech/text continuation tasks. 2023.", "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": 314, "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": "decoder-only models for consolidating speech recognition/synthesis and speech/text continuation tasks. 2023.\nAhmed Masry, Xuan Long Do, Jia Qing Tan, Shafiq Joty, and Enamul Hoque. ChartQA: A benchmark for question\nanswering about charts with visual and logical reasoning. In Smaranda Muresan, Preslav Nakov, and Aline\nVillavicencio, editors, Findings of the Association for Computational Linguistics: ACL 2022 , pages 2263–2279,\nDublin, Ireland, May 2022. Association for Computational Linguistics. doi: 10.18653/v1/2022.findings-acl.177.\nhttps://aclanthology.org/2022.findings-acl.177 .\nMinesh Mathew, Dimosthenis Karatzas, R. Manmatha, and C. V. Jawahar. Docvqa: A dataset for vqa on document\nimages. 2021 IEEE Winter Conference on Applications of Computer Vision (WACV) , pages 2199–2208, 2020.\nhttps://api.semanticscholar.org/CorpusID:220280200 .\nJeremy Baumgartner Matt Bowman. Meta open compute project, grand teton ai platform, 2022. https://engineering.", "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": 315, "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": "Jeremy Baumgartner Matt Bowman. Meta open compute project, grand teton ai platform, 2022. https://engineering.\nfb.com/2022/10/18/open-source/ocp-summit-2022-grand-teton/ .\nSachin Mehta, Mohammad Hossein Sekhavat, Qingqing Cao, Maxwell Horton, Yanzi Jin, Chenfan Sun, Iman Mirzadeh,\nMahyar Najibi, Dmitry Belenko, Peter Zatloukal, et al. Openelm: An efficient language model family with open-source\ntraining and inference framework. arXiv preprint arXiv:2404.14619 , 2024.\nDheeraj Mekala, Jason Weston, Jack Lanchantin, Roberta Raileanu, Maria Lomeli, Jingbo Shang, and Jane Dwivedi-Yu.\nToolverifier: Generalization to new tools via self-verification. arXiv preprint arXiv:2402.14158 , 2024.\n83\nGrégoire Mialon, Roberto Dessì, Maria Lomeli, Christoforos Nalmpantis, Ram Pasunuru, Roberta Raileanu, Baptiste", "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": 316, "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": "Rozière, Timo Schick, Jane Dwivedi-Yu, Asli Celikyilmaz, et al. Augmented language models: a survey. arXiv\npreprint arXiv:2302.07842 , 2023a.\nGrégoire Mialon, Clémentine Fourrier, Craig Swift, Thomas Wolf, Yann LeCun, and Thomas Scialom. Gaia: a\nbenchmark for general ai assistants. arXiv preprint arXiv:2311.12983 , 2023b.\nSabrina J. Mielke, Arthur Szlam, Y-Lan Boureau, and Emily Dinan. Linguistic calibration through metacognition:\naligning dialogue agent responses with expected correctness. CoRR, abs/2012.14983, 2020. https://arxiv.org/abs/\n2012.14983 .\nTodor Mihaylov, Peter Clark, Tushar Khot, and Ashish Sabharwal. Can a suit of armor conduct electricity? a new\ndataset for open book question answering. In Ellen Riloff, David Chiang, Julia Hockenmaier, and Jun’ichi Tsujii,\neditors,Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages 2381–2391,", "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": 317, "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": "editors,Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages 2381–2391,\nBrussels, Belgium, October-November 2018. Association for Computational Linguistics. doi: 10.18653/v1/D18-1260.\nhttps://aclanthology.org/D18-1260 .\nTomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean. Efficient estimation of word representations in vector\nspace.arXiv preprint arXiv:1301.3781 , 2013.\nSwaroop Mishra, Daniel Khashabi, Chitta Baral, Yejin Choi, and Hannaneh Hajishirzi. Reframing instructional\nprompts to GPTk’s language. In Smaranda Muresan, Preslav Nakov, and Aline Villavicencio, editors, Findings of\nthe Association for Computational Linguistics: ACL 2022 , pages 589–612, Dublin, Ireland, May 2022. Association for\nComputational Linguistics. doi: 10.18653/v1/2022.findings-acl.50. https://aclanthology.org/2022.findings-acl.50 .", "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": 318, "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": "Arindam Mitra, Hamed Khanpour, Corby Rosset, and Ahmed Awadallah. Orca-math: Unlocking the potential of slms\nin grade school math. arXiv preprint arXiv:2402.14830 , 2024.\nJean-Baptiste Mouret and Jeff Clune. Illuminating search spaces by mapping elites, 2015. https://arxiv.org/abs/1504.\n04909.\nNiklas Muennighoff, Thomas Wang, Lintang Sutawika, Adam Roberts, Stella Biderman, Teven Le Scao, M Saiful Bari,\nSheng Shen, Zheng Xin Yong, Hailey Schoelkopf, et al. Crosslingual generalization through multitask finetuning. In\nProceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) ,\npages 15991–16111, 2023.\nReiichiro Nakano, Jacob Hilton, Suchir Balaji, Jeff Wu, Long Ouyang, Christina Kim, Christopher Hesse, Shantanu\nJain, Vineet Kosaraju, William Saunders, et al. Webgpt: Browser-assisted question-answering with human feedback.\narXiv preprint arXiv:2112.09332 , 2021.", "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": 319, "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": "arXiv preprint arXiv:2112.09332 , 2021.\nDeepak Narayanan, Mohammad Shoeybi, Jared Casper, Patrick LeGresley, Mostofa Patwary, Vijay Korthikanti, Dmitri\nVainbrand, Prethvi Kashinkunti, Julie Bernauer, Bryan Catanzaro, Amar Phanishayee, and Matei Zaharia ‡. Efficient\nLarge-Scale Language Model Training on GPU Clusters Using Megatron-LM. In Proceedings of the International\nConference for High Performance Computing, Networking, Storage and Analysis , pages 1–15, 2021.\nMilad Nasr, Nicholas Carlini, Jonathan Hayase, Matthew Jagielski, A. Feder Cooper, Daphne Ippolito, Christopher A.\nChoquette-Choo, Eric Wallace, Florian Tramèr, and Katherine Lee. Scalable extraction of training data from\n(production) language models. ArXiv, abs/2311.17035, 2023. https://api.semanticscholar.org/CorpusID:265466445 .\nTu Anh Nguyen, Benjamin Muller, Bokai Yu, Marta R. Costa-jussa, Maha Elbayad, Sravya Popuri Paul-Ambroise", "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": 320, "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": "Tu Anh Nguyen, Benjamin Muller, Bokai Yu, Marta R. Costa-jussa, Maha Elbayad, Sravya Popuri Paul-Ambroise\nDuquenne, Robin Algayres, Ruslan Mavlyutov, Itai Gat, Gabriel Synnaeve, Juan Pino, Benoît Sagot, and Emmanuel\nDupoux. Spirit-lm: Interleaved spoken and written language model. 2024.\nMarta R. Costa-jussà NLLB Team, James Cross, Onur Çelebi, Maha Elbayad, Kenneth Heafield, Kevin Heffernan, Elahe\nKalbassi, Janice Lam, Daniel Licht, Jean Maillard, Anna Sun, Skyler Wang, Guillaume Wenzek, Al Youngblood, Bapi\nAkula, Loic Barrault, Gabriel Mejia Gonzalez, Prangthip Hansanti, John Hoffman, Semarley Jarrett, Kaushik Ram\nSadagopan, Dirk Rowe, Shannon Spruit, Chau Tran, Pierre Andrews, Necip Fazil Ayan, Shruti Bhosale, Sergey\nEdunov, Angela Fan, Cynthia Gao, Vedanuj Goswami, Francisco Guzmán, Philipp Koehn, Alexandre Mourachko,", "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": 321, "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": "Edunov, Angela Fan, Cynthia Gao, Vedanuj Goswami, Francisco Guzmán, Philipp Koehn, Alexandre Mourachko,\nChristophe Ropers, Safiyyah Saleem, Holger Schwenk, and Jeff Wang. No language left behind: Scaling humancentered machine translation. 2022.\nOpenAI. Gpt-4 technical report. arXiv preprint arXiv:2303.08774 , 2023a.\nOpenAI. GPT-4 blog. https://openai.com/index/gpt-4-research/ , 2023b.\nOpenAI. simple-evals. https://github.com/openai/simple-evals , 2024.\n84\nLong Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, Pamela Mishkin, Chong Zhang, Sandhini\nAgarwal, Katarina Slama, Alex Ray, John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens,\nAmanda Askell, Peter Welinder, Paul Christiano, Jan Leike, and Ryan Lowe. Training language models to follow\ninstructions with human feedback. arXiv preprint arXiv:2203.02155 , 2022.", "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": 322, "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": "instructions with human feedback. arXiv preprint arXiv:2203.02155 , 2022.\nArka Pal, Deep Karkhanis, Samuel Dooley, Manley Roberts, Siddartha Naidu, and Colin White. Smaug: Fixing failure\nmodes of preference optimisation with dpo-positive. arXiv preprint arXiv:2402.13228 , 2024.\nLiangming Pan, Michael Saxon, Wenda Xu, Deepak Nathani, Xinyi Wang, and William Yang Wang. Automatically\ncorrecting large language models: Surveying the Landscape of Diverse Automated Correction Strategies .Trans. Assoc.\nComput. Linguistics , 12:484–506, 2024. doi: 10.1162/TACL\\_A\\_00660. https://doi.org/10.1162/tacl_a_00660 .\nSatadru Pan Pan, Theano Stavrinos, Yunqiao Zhang, Atul Sikaria, Pavel Zakharov, Abhinav Sharma, Shiva Shankar,\nMike Shuey, Richard Wareing, Monika Gangapuram, Guanglei Cao, Christian Preseau, Pratap Singh, Kestutis", "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": 323, "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": "Mike Shuey, Richard Wareing, Monika Gangapuram, Guanglei Cao, Christian Preseau, Pratap Singh, Kestutis\nPatiejunas, JR Tipton, Ethan Katz-Bassett, and Wyatt Lloyd. Facebook’s tectonic filesystem: Efficiency from\nexascale. In Proceedings of the 19th USENIX Conference on File and Storage Technologies , pages 217–231, 2021.\nVassil Panayotov, Guoguo Chen, Daniel Povey, and Sanjeev Khudanpur. Librispeech: an asr corpus based on public\ndomain audio books. In 2015 IEEE international conference on acoustics, speech and signal processing (ICASSP) ,\npages 5206–5210. IEEE, 2015.\nRichard Yuanzhe Pang, Alicia Parrish, Nitish Joshi, Nikita Nangia, Jason Phang, Angelica Chen, Vishakh Padmakumar,\nJohnny Ma, Jana Thompson, He He, and Samuel Bowman. QuALITY: Question answering with long input texts,\nyes! In Marine Carpuat, Marie-Catherine de Marneffe, and Ivan Vladimir Meza Ruiz, editors, Proceedings of the\n2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language", "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": 324, "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": "2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language\nTechnologies , pages 5336–5358, Seattle, United States, July 2022. Association for Computational Linguistics. doi:\n10.18653/v1/2022.naacl-main.391. https://aclanthology.org/2022.naacl-main.391 .\nRichard Yuanzhe Pang, Weizhe Yuan, Kyunghyun Cho, He He, Sainbayar Sukhbaatar, and Jason Weston. Iterative\nreasoning preference optimization. arXiv preprint arXiv:2404.19733 , 2024.\nAaron Parisi, Yao Zhao, and Noah Fiedel. Talm: Tool augmented language models. arXiv preprint arXiv:2205.12255 ,\n2022.\nShishir G Patil, Tianjun Zhang, Xin Wang, and Joseph E Gonzalez. Gorilla: Large language model connected with\nmassive apis. arXiv preprint arXiv:2305.15334 , 2023.\nEd Pizzi, Sreya Dutta Roy, Sugosh Nagavara Ravindra, Priya Goyal, and Matthijs Douze. A self-supervised descriptor", "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": 325, "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 image copy detection. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition ,\npages 14532–14542, 2022.\nB.T. Polyak. New stochastic approximation type procedures. Automation and Remote Control , 7(7), 1991.\nVineel Pratap, Qiantong Xu, Anuroop Sriram, Gabriel Synnaeve, and Ronan Collobert. Mls: A large-scale multilingual\ndataset for speech research. arXiv preprint arXiv:2012.03411 , 2020.\nProkopis Prokopidis, Vassilis Papavassiliou, and Stelios Piperidis. Parallel global voices: a collection of multilingual\ncorpora with citizen media stories. In Nicoletta Calzolari (Conference Chair), Khalid Choukri, Thierry Declerck, Sara\nGoggi, Marko Grobelnik, Bente Maegaard, Joseph Mariani, Helene Mazo, Asuncion Moreno, Jan Odijk, and Stelios\nPiperidis, editors, Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC\n2016), Paris, France, may 2016. European Language Resources Association (ELRA). ISBN 978-2-9517408-9-1.", "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": 326, "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": "2016), Paris, France, may 2016. European Language Resources Association (ELRA). ISBN 978-2-9517408-9-1.\nViorica Pătrăucean, Lucas Smaira, Ankush Gupta, Adrià Recasens Continente, Larisa Markeeva, Dylan Banarse,\nSkanda Koppula, Joseph Heyward, Mateusz Malinowski, Yi Yang, Carl Doersch, Tatiana Matejovicova, Yury Sulsky,\nAntoine Miech, Alex Frechette, Hanna Klimczak, Raphael Koster, Junlin Zhang, Stephanie Winkler, Yusuf Aytar,\nSimon Osindero, Dima Damen, Andrew Zisserman, and João Carreira. Perception test: A diagnostic benchmark for\nmultimodal video models. In NeurIPS , 2023.\nAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda\nAskell, Pamela Mishkin, Jack Clark, et al. Learning transferable visual models from natural language supervision.\nInInternational Conference on Machine Learning , 2021.\nAlec Radford, Jong Wook Kim, Tao Xu, Greg Brockman, Christine Mcleavey, and Ilya Sutskever. Robust speech", "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": 327, "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": "Alec Radford, Jong Wook Kim, Tao Xu, Greg Brockman, Christine Mcleavey, and Ilya Sutskever. Robust speech\nrecognition via large-scale weak supervision. In Andreas Krause, Emma Brunskill, Kyunghyun Cho, Barbara\nEngelhardt, Sivan Sabato, and Jonathan Scarlett, editors, Proceedings of the 40th International Conference on\n85\nMachine Learning , volume 202 of Proceedings of Machine Learning Research , pages 28492–28518. PMLR, 23–29 Jul\n2023.https://proceedings.mlr.press/v202/radford23a.html .\nJack W. Rae, Sebastian Borgeaud, Trevor Cai, Katie Millican, Jordan Hoffmann, Francis Song, John Aslanides,\nSarah Henderson, Roman Ring, Susannah Young, Eliza Rutherford, Tom Hennigan, Jacob Menick, Albin Cassirer,\nRichard Powell, George van den Driessche, Lisa Anne Hendricks, Maribeth Rauh, Po-Sen Huang, Amelia Glaese,\nJohannes Welbl, Sumanth Dathathri, Saffron Huang, Jonathan Uesato, John F. J. Mellor, Irina Higgins, Antonia", "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": 328, "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": "Johannes Welbl, Sumanth Dathathri, Saffron Huang, Jonathan Uesato, John F. J. Mellor, Irina Higgins, Antonia\nCreswell, Nathan McAleese, Amy Wu, Erich Elsen, Siddhant M. Jayakumar, Elena Buchatskaya, David Budden,\nEsme Sutherland, Karen Simonyan, Michela Paganini, L. Sifre, Lena Martens, Xiang Lorraine Li, Adhiguna Kuncoro,\nAida Nematzadeh, Elena Gribovskaya, Domenic Donato, Angeliki Lazaridou, Arthur Mensch, Jean-Baptiste Lespiau,\nMaria Tsimpoukelli, N. K. Grigorev, Doug Fritz, Thibault Sottiaux, Mantas Pajarskas, Tobias Pohlen, Zhitao Gong,\nDaniel Toyama, Cyprien de Masson d’Autume, Yujia Li, Tayfun Terzi, Vladimir Mikulik, Igor Babuschkin, Aidan\nClark, Diego de Las Casas, Aurelia Guy, Chris Jones, James Bradbury, Matthew G. Johnson, Blake A. Hechtman,", "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": 329, "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": "Clark, Diego de Las Casas, Aurelia Guy, Chris Jones, James Bradbury, Matthew G. Johnson, Blake A. Hechtman,\nLaura Weidinger, Iason Gabriel, William S. Isaac, Edward Lockhart, Simon Osindero, Laura Rimell, Chris Dyer,\nOriol Vinyals, Kareem W. Ayoub, Jeff Stanway, L. L. Bennett, Demis Hassabis, Koray Kavukcuoglu, and Geoffrey\nIrving. Scaling language models: Methods, analysis & insights from training gopher. ArXiv, abs/2112.11446, 2021.\nhttps://api.semanticscholar.org/CorpusID:245353475 .\nRafael Rafailov, Archit Sharma, Eric Mitchell, Christopher D Manning, Stefano Ermon, and Chelsea Finn. Direct\npreference optimization: Your language model is secretly a reward model. Advances in Neural Information Processing\nSystems, 2023.\nRafael Rafailov, Archit Sharma, Eric Mitchell, Christopher D Manning, Stefano Ermon, and Chelsea Finn. Direct\npreference optimization: Your language model is secretly a reward model. Advances in Neural Information Processing\nSystems, 36, 2024.", "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": 330, "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": "preference optimization: Your language model is secretly a reward model. Advances in Neural Information Processing\nSystems, 36, 2024.\nColin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and\nPeter J Liu. Exploring the limits of transfer learning with a unified text-to-text transformer. Journal of machine\nlearning research , 21(140):1–67, 2020.\nSamyam Rajbhandari, Jeff Rasley, Olatunji Ruwase, and Yuxiong He. Zero: Memory optimizations toward training\ntrillion parameter models, 2020. https://arxiv.org/abs/1910.02054 .\nPranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, and Percy Liang. SQuAD: 100,000+ questions for machine\ncomprehension of text. In Jian Su, Kevin Duh, and Xavier Carreras, editors, Proceedings of the 2016 Conference on\nEmpirical Methods in Natural Language Processing , pages 2383–2392, Austin, Texas, November 2016. Association\nfor Computational Linguistics. doi: 10.18653/v1/D16-1264. https://aclanthology.org/D16-1264 .", "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": 331, "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 Computational Linguistics. doi: 10.18653/v1/D16-1264. https://aclanthology.org/D16-1264 .\nPranav Rajpurkar, Robin Jia, and Percy Liang. Know what you don’t know: Unanswerable questions for SQuAD.\nIn Iryna Gurevych and Yusuke Miyao, editors, Proceedings of the 56th Annual Meeting of the Association for\nComputational Linguistics (Volume 2: Short Papers) , pages 784–789, Melbourne, Australia, July 2018. Association\nfor Computational Linguistics. doi: 10.18653/v1/P18-2124. https://aclanthology.org/P18-2124 .\nDavid Rein, Betty Li Hou, Asa Cooper Stickland, Jackson Petty, Richard Yuanzhe Pang, Julien Dirani, Julian Michael,\nand Samuel R. Bowman. Gpqa: A graduate-level google-proof q&a benchmark, 2023. https://arxiv.org/abs/2311.\n12022.\nJie Ren, Samyam Rajbhandari, Reza Yazdani Aminabadi, Olatunji Ruwase, Shuangyan Yang, Minjia Zhang, Dong Li,", "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": 332, "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": "and Yuxiong He. Zero-offload: Democratizing billion-scale model training, 2021. https://arxiv.org/abs/2101.06840 .\nJoshua Robinson and David Wingate. Leveraging large language models for multiple choice question answering. In\nThe Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5, 2023 .\nOpenReview.net, 2023. https://openreview.net/pdf?id=yKbprarjc5B .\nPaul Röttger, Hannah Rose Kirk, Bertie Vidgen, Giuseppe Attanasio, Federico Bianchi, and Dirk Hovy. Xstest: A test\nsuite for identifying exaggerated safety behaviours in large language models. arXiv preprint arXiv:2308.01263 , 2023.\nBaptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Tal\nRemez, Jérémy Rapin, Artyom Kozhevnikov, Ivan Evtimov, Joanna Bitton, Manish Bhatt, Cristian Canton-Ferrer,", "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": 333, "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": "Aaron Grattafiori, Wenhan Xiong, Alexandre Défossez, Jade Copet, Faisal Azhar, Hugo Touvron, Louis Martin,\nNicolas Usunier, Thomas Scialom, and Gabriel Synnaeve. Code llama: Open foundation models for code. CoRR,\nabs/2308.12950, 2023. doi: 10.48550/ARXIV.2308.12950. https://doi.org/10.48550/arXiv.2308.12950 .\nPaul K. Rubenstein, Chulayuth Asawaroengchai, Duc Dung Nguyen, Ankur Bapna, Zalán Borsos, Félix de Chaumont Quitry, Peter Chen, Dalia El Badawy, Wei Han, Eugene Kharitonov, Hannah Muckenhirn, Dirk Padfield,\n86\nJames Qin, Danny Rozenberg, Tara Sainath, Johan Schalkwyk, Matt Sharifi, Michelle Tadmor Ramanovich, Marco\nTagliasacchi, Alexandru Tudor, Mihajlo Velimirović, Damien Vincent, Jiahui Yu, Yongqiang Wang, Vicky Zayats,", "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": 334, "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": "Neil Zeghidour, Yu Zhang, Zhishuai Zhang, Lukas Zilka, and Christian Frank. Audiopalm: A large language model\nthat can speak and listen. 2023.\nKeisuke Sakaguchi, Ronan Le Bras, Chandra Bhagavatula, and Yejin Choi. Winogrande: An adversarial winograd\nschema challenge at scale. Communications of the ACM , 64(9):99–106, 2021.\nMikayel Samvelyan, Sharath Chandra Raparthy, Andrei Lupu, Eric Hambro, Aram H. Markosyan, Manish Bhatt,\nYuning Mao, Minqi Jiang, Jack Parker-Holder, Jakob Foerster, Tim Rocktäschel, and Roberta Raileanu. Rainbow\nteaming: Open-ended generation of diverse adversarial prompts, 2024. https://arxiv.org/abs/2402.16822 .\nVictor Sanh, Lysandre Debut, Julien Chaumond, and Thomas Wolf. Distilbert, a distilled version of bert: smaller,\nfaster, cheaper and lighter. arXiv preprint arXiv:1910.01108 , 2019.", "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": 335, "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": "faster, cheaper and lighter. arXiv preprint arXiv:1910.01108 , 2019.\nVictor Sanh, Albert Webson, Colin Raffel, Stephen Bach, Lintang Sutawika, Zaid Alyafeai, Antoine Chaffin, Arnaud\nStiegler, Arun Raja, Manan Dey, M Saiful Bari, Canwen Xu, Urmish Thakker, Shanya Sharma Sharma, Eliza\nSzczechla, Taewoon Kim, Gunjan Chhablani, Nihal Nayak, Debajyoti Datta, Jonathan Chang, Mike Tian-Jian\nJiang, Han Wang, Matteo Manica, Sheng Shen, Zheng Xin Yong, Harshit Pandey, Rachel Bawden, Thomas\nWang, Trishala Neeraj, Jos Rozen, Abheesht Sharma, Andrea Santilli, Thibault Fevry, Jason Alan Fries, Ryan\nTeehan, Teven Le Scao, Stella Biderman, Leo Gao, Thomas Wolf, and Alexander M Rush. Multitask prompted\ntraining enables zero-shot task generalization. In International Conference on Learning Representations , 2022.\nhttps://openreview.net/forum?id=9Vrb9D0WI4 .", "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": 336, "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": "https://openreview.net/forum?id=9Vrb9D0WI4 .\nMaarten Sap, Hannah Rashkin, Derek Chen, Ronan Le Bras, and Yejin Choi. Social IQa: Commonsense reasoning\nabout social interactions. In Kentaro Inui, Jing Jiang, Vincent Ng, and Xiaojun Wan, editors, Proceedings of the 2019\nConference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on\nNatural Language Processing (EMNLP-IJCNLP) , pages 4463–4473, Hong Kong, China, November 2019. Association\nfor Computational Linguistics. doi: 10.18653/v1/D19-1454. https://aclanthology.org/D19-1454 .\nBeatrice Savoldi, Marco Gaido, Luisa Bentivogli, Matteo Negri, and Marco Turchi. Gender Bias in Machine Translation.\nTransactions of the Association for Computational Linguistics , 9:845–874, 08 2021. ISSN 2307-387X. doi: 10.1162/\ntacl_a_00401. https://doi.org/10.1162/tacl_a_00401 .", "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": 337, "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": "tacl_a_00401. https://doi.org/10.1162/tacl_a_00401 .\nTimo Schick, Jane Dwivedi-Yu, Roberto Dessì, Roberta Raileanu, Maria Lomeli, Eric Hambro, Luke Zettlemoyer,\nNicola Cancedda, and Thomas Scialom. Toolformer: Language models can teach themselves to use tools. Advances\nin Neural Information Processing Systems , 36, 2024.\nJohn Schulman, Filip Wolski, Prafulla Dhariwal, Alec Radford, and Oleg Klimov. Proximal policy optimization\nalgorithms. arXiv preprint arXiv:1707.06347 , 2017.\nSeamless Communication, Loic Barrault, Yu-An Chung, Mariano Cora Meglioli, David Dale, Ning Dong, Paul-Ambroise\nDuquenne, Hady Elsahar, Hongyu Gong, Kevin Heffernan, John Hoffman, Christopher Klaiber, Pengwei Li, Daniel\nLicht, Jean Maillard, Alice Rakotoarison, Kaushik Ram Sadagopan, Guillaume Wenzek, Ethan Ye, Bapi Akula,", "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": 338, "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": "Licht, Jean Maillard, Alice Rakotoarison, Kaushik Ram Sadagopan, Guillaume Wenzek, Ethan Ye, Bapi Akula,\nPeng-Jen Chen, Naji El Hachem, Brian Ellis, Gabriel Mejia Gonzalez, Justin Haaheim, Prangthip Hansanti, Russ\nHowes, Bernie Huang, Min-Jae Hwang, Hirofumi Inaguma, Somya Jain, Elahe Kalbassi, Amanda Kallet, Ilia\nKulikov, Janice Lam, Daniel Li, Xutai Ma, Ruslan Mavlyutov, Benjamin Peloquin, Mohamed Ramadan, Abinesh\nRamakrishnan, Anna Sun, Kevin Tran, Tuan Tran, Igor Tufanov, Vish Vogeti, Carleigh Wood, Yilin Yang, Bokai\nYu, Pierre Andrews, Can Balioglu, Marta R. Costa-jussà, Celebi Onur Maha Elbayad, Cynthia Gao, Francisco\nGuzmán, Justine Kao, Ann Lee, Alexandre Mourachko, Juan Pino, Sravya Popuri, Christophe Ropers, Safiyyah", "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": 339, "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": "Guzmán, Justine Kao, Ann Lee, Alexandre Mourachko, Juan Pino, Sravya Popuri, Christophe Ropers, Safiyyah\nSaleem, Holger Schwenk, Paden Tomasello, Changhan Wang, Jeff Wang, and Skyler Wang. Seamlessm4t—massively\nmultilingual & multimodal machine translation. ArXiv, 2023.\nUri Shaham, Maor Ivgi, Avia Efrat, Jonathan Berant, and Omer Levy. Zeroscrolls: A zero-shot benchmark for long\ntext understanding. arXiv preprint arXiv:2305.14196 , 2023.\nZhihong Shao, Peiyi Wang, Qihao Zhu, Runxin Xu, Junxiao Song, Mingchuan Zhang, YK Li, Yu Wu, and Daya\nGuo. Deepseekmath: Pushing the limits of mathematical reasoning in open language models. arXiv preprint\narXiv:2402.03300 , 2024.\nNoam Shazeer, Azalia Mirhoseini, Krzysztof Maziarz, Andy Davis, Quoc Le, Geoffrey Hinton, and Jeff Dean.", "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": 340, "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": "Noam Shazeer, Azalia Mirhoseini, Krzysztof Maziarz, Andy Davis, Quoc Le, Geoffrey Hinton, and Jeff Dean.\nOutrageously large neural networks: The sparsely-gated mixture-of-experts layer. arXiv preprint arXiv:1701.06538 ,\n2017.\n87\nFreda Shi, Mirac Suzgun, Markus Freitag, Xuezhi Wang, Suraj Srivats, Soroush Vosoughi, Hyung Won Chung, Yi Tay,\nSebastian Ruder, Denny Zhou, Dipanjan Das, and Jason Wei. Language models are multilingual chain-of-thought\nreasoners, 2022. https://arxiv.org/abs/2210.03057 .\nMohammadShoeybi, MostofaPatwary, RaulPuri, PatrickLeGresley, JaredCasper, andBryanCatanzaro. Megatron-lm:\nTraining multi-billion parameter language models using model parallelism, 2019. http://arxiv.org/abs/1909.08053 .\nAaditya Singh, Yusuf Kocyigit, Andrew Poulton, David Esiobu, Maria Lomeli, Gergely Szilvasy, and Dieuwke Hupkes.", "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": 341, "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": "Evaluation data contamination in llms: how do we measure it and (when) does it matter? 2024.\nAmanpreet Singh, Vivek Natarjan, Meet Shah, Yu Jiang, Xinlei Chen, Devi Parikh, and Marcus Rohrbach. Towards\nvqa models that can read. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition ,\npages 8317–8326, 2019.\nSnowflake. Snowflake Arctic: The Best LLM for Enterprise AI — Efficiently Intelligent, Truly Open blog. https:\n//www.snowflake.com/blog/arctic-open-efficient-foundation-language-models-snowflake/ , 2024.\nGowthami Somepalli, Vasu Singla, Micah Goldblum, Jonas Geiping, and Tom Goldstein. Diffusion art or digital\nforgery? investigating data replication in diffusion models. In Proceedings of the IEEE/CVF Conference on Computer\nVision and Pattern Recognition , pages 6048–6058, 2023.\nVenkat Krishna Srinivasan, Zhen Dong, Banghua Zhu, Brian Yu, Damon Mosk-Aoyama, Kurt Keutzer, Jiantao Jiao,\nand Jian Zhang. Nexusraven: a commercially-permissive language model for function calling. In NeurIPS 2023", "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": 342, "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": "and Jian Zhang. Nexusraven: a commercially-permissive language model for function calling. In NeurIPS 2023\nFoundation Models for Decision Making Workshop , 2023.\nJianlin Su, Murtadha Ahmed, Yu Lu, Shengfeng Pan, Wen Bo, and Yunfeng Liu. Roformer: Enhanced transformer\nwith rotary position embedding. Neurocomputing , 568:127063, 2024.\nMirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha\nChowdhery, Quoc Le, Ed Chi, Denny Zhou, and Jason Wei. Challenging BIG-bench tasks and whether chainof-thought can solve them. In Anna Rogers, Jordan Boyd-Graber, and Naoaki Okazaki, editors, Findings of the\nAssociation for Computational Linguistics: ACL 2023 , pages 13003–13051, Toronto, Canada, July 2023. Association\nfor Computational Linguistics. doi: 10.18653/v1/2023.findings-acl.824. https://aclanthology.org/2023.findings-acl.\n824.\nAlon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant. CommonsenseQA: A question answering", "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": 343, "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": "824.\nAlon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant. CommonsenseQA: A question answering\nchallengetargetingcommonsenseknowledge. InJillBurstein, ChristyDoran, andThamarSolorio, editors, Proceedings\nof the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human\nLanguage Technologies, Volume 1 (Long and Short Papers) , pages 4149–4158, Minneapolis, Minnesota, June 2019.\nAssociation for Computational Linguistics. doi: 10.18653/v1/N19-1421. https://aclanthology.org/N19-1421 .\nChunqiang Tang, Thawan Kooburat, Pradeep Venkatachalam, Akshay Chander, Zhe Wen, Aravind Narayanan, Patrick\nDowell, and Robert Karl. Holistic Configuration Management at Facebook. In Proceedings of the 25th Symposium\non Operating Systems Principles , pages 328–343, 2015.\nChameleon Team. Chameleon: Mixed-modal early-fusion foundation models. 2024.\nGemma Team, Thomas Mesnard, Cassidy Hardin, Robert Dadashi, Surya Bhupatiraju, Shreya Pathak, Laurent Sifre,", "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": 344, "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": "Gemma Team, Thomas Mesnard, Cassidy Hardin, Robert Dadashi, Surya Bhupatiraju, Shreya Pathak, Laurent Sifre,\nMorgane Rivière, Mihir Sanjay Kale, Juliette Love, et al. Gemma: Open models based on gemini research and\ntechnology. arXiv preprint arXiv:2403.08295 , 2024.\nDavid Thiel. Identifying and eliminating csam in generative ml training data and models. Technical report, Stanford\nInternet Observatory, 2023.\nRomal Thoppilan, Daniel De Freitas, Jamie Hall, Noam Shazeer, Apoorv Kulshreshtha, Heng-Tze Cheng, Alicia\nJin, Taylor Bos, Leslie Baker, Yu Du, YaGuang Li, Hongrae Lee, Huaixiu Steven Zheng, Amin Ghafouri, Marcelo\nMenegali, Yanping Huang, Maxim Krikun, Dmitry Lepikhin, James Qin, Dehao Chen, Yuanzhong Xu, Zhifeng\nChen, Adam Roberts, Maarten Bosma, Vincent Zhao, Yanqi Zhou, Chung-Ching Chang, Igor Krivokon, Will Rusch,\nMarc Pickett, Pranesh Srinivasan, Laichee Man, Kathleen Meier-Hellstern, Meredith Ringel Morris, Tulsee Doshi,", "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": 345, "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": "Marc Pickett, Pranesh Srinivasan, Laichee Man, Kathleen Meier-Hellstern, Meredith Ringel Morris, Tulsee Doshi,\nRenelito Delos Santos, Toju Duke, Johnny Soraker, Ben Zevenbergen, Vinodkumar Prabhakaran, Mark Diaz, Ben\nHutchinson, Kristen Olson, Alejandra Molina, Erin Hoffman-John, Josh Lee, Lora Aroyo, Ravi Rajakumar, Alena\nButryna, Matthew Lamm, Viktoriya Kuzmina, Joe Fenton, Aaron Cohen, Rachel Bernstein, Ray Kurzweil, Blaise\nAguera-Arcas, Claire Cui, Marian Croak, Ed Chi, and Quoc Le. Lamda: Language models for dialog applications,\n2022.https://arxiv.org/abs/2201.08239 .\n88\nJörg Tiedemann. Parallel data, tools and interfaces in opus. In International Conference on Language Resources and\nEvaluation , 2012.https://api.semanticscholar.org/CorpusID:15453873 .\nHugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste", "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": 346, "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": "Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste\nRozière, Naman Goyal, Eric Hambro, Faisal Azhar, Aurelien Rodriguez, Armand Joulin, Edouard Grave, and\nGuillaume Lample. Llama: Open and efficient foundation language models. arXiv preprint arXiv:2302.13971 , 2023a.\nHugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov,\nSoumya Batra, Prajjwal Bhargava, Shruti Bhosale, Dan Bikel, Lukas Blecher, Cristian Canton Ferrer, Moya Chen,\nGuillem Cucurull, David Esiobu, Jude Fernandes, Jeremy Fu, Wenyin Fu, Brian Fuller, Cynthia Gao, Vedanuj\nGoswami, Naman Goyal, Anthony Hartshorn, Saghar Hosseini, Rui Hou, Hakan Inan, Marcin Kardas, Viktor Kerkez,", "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": 347, "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": "Madian Khabsa, Isabel Kloumann, Artem Korenev, Punit Singh Koura, Marie-Anne Lachaux, Thibaut Lavril,\nJenya Lee, Diana Liskovich, Yinghai Lu, Yuning Mao, Xavier Martinet, Todor Mihaylov, Pushkar Mishra, Igor\nMolybog, Yixin Nie, Andrew Poulton, Jeremy Reizenstein, Rashi Rungta, Kalyan Saladi, Alan Schelten, Ruan\nSilva, Eric Michael Smith, Ranjan Subramanian, Xiaoqing Ellen Tan, Binh Tang, Ross Taylor, Adina Williams,\nJian Xiang Kuan, Puxin Xu, Zheng Yan, Iliyan Zarov, Yuchen Zhang, Angela Fan, Melanie Kambadur, Sharan\nNarang, Aurelien Rodriguez, Robert Stojnic, Sergey Edunov, and Thomas Scialom. Llama 2: Open foundation and\nfine-tuned chat models. arXiv preprint arXiv:2307.09288 , 2023b.\nJonathan Uesato, Nate Kushman, Ramana Kumar, Francis Song, Noah Siegel, Lisa Wang, Antonia Creswell, Geoffrey\nIrving, and Irina Higgins. Solving math word problems with process-and outcome-based feedback. arXiv preprint", "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": 348, "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": "Irving, and Irina Higgins. Solving math word problems with process-and outcome-based feedback. arXiv preprint\narXiv:2211.14275 , 2022.\nAshish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Łukasz Kaiser, and Illia\nPolosukhin. Attention is all you need. Advances in Neural Information Processing Systems , 2017.\nBertie Vidgen, Adarsh Agrawal, Ahmed M Ahmed, Victor Akinwande, Namir Al-Nuaimi, Najla Alfaraj, Elie Alhajjar,\nLora Aroyo, Trupti Bavalatti, Borhane Blili-Hamelin, et al. Introducing v0.5 of the ai safety benchmark from\nmlcommons. arXiv preprint arXiv:2404.12241 , 2024.\nSaranyan Vigraham and Benjamin Leonhardi. Maintaining large-scale ai capacity at meta. 2024.\nEric Wallace, Kai Xiao, Reimar Leike, Lilian Weng, Johannes Heidecke, and Alex Beutel. The instruction hierarchy:", "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": 349, "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": "Eric Wallace, Kai Xiao, Reimar Leike, Lilian Weng, Johannes Heidecke, and Alex Beutel. The instruction hierarchy:\nTraining llms to prioritize privileged instructions, 2024. https://arxiv.org/abs/2404.13208 .\nChanghan Wang, Morgane Rivière, Ann Lee, Anne Wu, Chaitanya Talnikar, Daniel Haziza, Mary Williamson, Juan\nPino, and Emmanuel Dupoux. Voxpopuli: A large-scale multilingual speech corpus for representation learning,\nsemi-supervised learning and interpretation. arXiv preprint arXiv:2101.00390 , 2021a.\nChanghan Wang, Anne Wu, and Juan Pino. Covost 2 and massively multilingual speech-to-text translation. arXiv\npreprint arXiv:2007.10310 , 2021b.\nHaochun Wang, Sendong Zhao, Zewen Qiang, Bing Qin, and Ting Liu. Beyond the answers: Reviewing the rationality\nof multiple choice question answering for the evaluation of large language models. CoRR, abs/2402.01349, 2024a.\ndoi: 10.48550/ARXIV.2402.01349. https://doi.org/10.48550/arXiv.2402.01349 .", "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": 350, "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": "doi: 10.48550/ARXIV.2402.01349. https://doi.org/10.48550/arXiv.2402.01349 .\nJun Wang, Benjamin Rubinstein, and Trevor Cohn. Measuring and mitigating name biases in neural machine\ntranslation. In Smaranda Muresan, Preslav Nakov, and Aline Villavicencio, editors, Proceedings of the 60th\nAnnual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages 2576–2590,\nDublin, Ireland, May 2022a. Association for Computational Linguistics. doi: 10.18653/v1/2022.acl-long.184.\nhttps://aclanthology.org/2022.acl-long.184 .\nPeiyi Wang, Lei Li, Zhihong Shao, RX Xu, Damai Dai, Yifei Li, Deli Chen, Y Wu, and Zhifang Sui. Math-shepherd:\nVerify and reinforce llms step-by-step without human annotations. CoRR, abs/2312.08935 , 2023a.\nTianrui Wang, Long Zhou, Ziqiang Zhang, Yu Wu, Shujie Liu, Yashesh Gaur, Zhuo Chen, Jinyu Li, and Furu Wei.", "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": 351, "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": "Viola: Unified codec language models for speech recognition, synthesis, and translation. 2023b.\nYizhong Wang, Swaroop Mishra, Pegah Alipoormolabashi, Yeganeh Kordi, Amirreza Mirzaei, Atharva Naik, Arjun\nAshok, Arut Selvan Dhanasekaran, Anjana Arunkumar, David Stap, et al. Super-naturalinstructions: Generalization\nvia declarative instructions on 1600+ nlp tasks. In Proceedings of the 2022 Conference on Empirical Methods in\nNatural Language Processing , pages 5085–5109, 2022b.\nYubo Wang, Xueguang Ma, Ge Zhang, Yuansheng Ni, Abhranil Chandra, Shiguang Guo, Weiming Ren, Aaran\nArulraj, Xuan He, Ziyan Jiang, et al. Mmlu-pro: A more robust and challenging multi-task language understanding\nbenchmark. arXiv preprint arXiv:2406.01574 , 2024b.\n89\nZhiguo Wang, Wael Hamza, and Radu Florian. Bilateral multi-perspective matching for natural language sentences.\narXiv preprint arXiv:1702.03814 , 2017.", "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": 352, "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": "arXiv preprint arXiv:1702.03814 , 2017.\nLucas Weber, Elia Bruni, and Dieuwke Hupkes. Mind the instructions: a holistic evaluation of consistency and\ninteractions in prompt-based learning. In Jing Jiang, David Reitter, and Shumin Deng, editors, Proceedings of\nthe 27th Conference on Computational Natural Language Learning (CoNLL) , pages 294–313, Singapore, December\n2023a. Association for Computational Linguistics. doi: 10.18653/v1/2023.conll-1.20. https://aclanthology.org/2023.\nconll-1.20 .\nLucas Weber, Elia Bruni, and Dieuwke Hupkes. The icl consistency test. arXiv preprint arXiv:2312.04945 , 2023b.\nJason Wei, Maarten Bosma, Vincent Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M Dai,\nand Quoc V Le. Finetuned language models are zero-shot learners. In International Conference on Learning\nRepresentations , 2022a.\nJason Wei, Yi Tay, Rishi Bommasani, Colin Raffel, Barret Zoph, Sebastian Borgeaud, Dani Yogatama, Maarten", "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": 353, "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": "Jason Wei, Yi Tay, Rishi Bommasani, Colin Raffel, Barret Zoph, Sebastian Borgeaud, Dani Yogatama, Maarten\nBosma, Denny Zhou, Donald Metzler, Ed H. Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and\nWilliam Fedus. Emergent abilities of large language models. Transactions on Machine Learning Research , 2022b.\nhttps://openreview.net/forum?id=yzkSU5zdwD .\nJason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al.\nChain-of-thought prompting elicits reasoning in large language models. Advances in neural information processing\nsystems, 35:24824–24837, 2022c.\nYuxiang Wei, Zhe Wang, Jiawei Liu, Yifeng Ding, and Lingming Zhang. Magicoder: Empowering code generation with\noss-instruct, 2024. https://arxiv.org/abs/2312.02120 .\nSean Welleck, Ximing Lu, Peter West, Faeze Brahman, Tianxiao Shen, Daniel Khashabi, and Yejin Choi. 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": 354, "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": "Sean Welleck, Ximing Lu, Peter West, Faeze Brahman, Tianxiao Shen, Daniel Khashabi, and Yejin Choi. Generating\nsequences by learning to self-correct. arXiv preprint arXiv:2211.00053 , 2022.\nGuillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, Vishrav Chaudhary, Francisco Guzmán, Armand Joulin,\nand Edouard Grave. Ccnet: Extracting high quality monolingual datasets from web crawl data, 2019. https:\n//arxiv.org/abs/1911.00359 .\nMitchell Wortsman, Gabriel Ilharco, Samir Yitzhak Gadre, Rebecca Roelofs, Raphael Gontijo-Lopes, Ari S. Morcos,\nHongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, and Ludwig Schmidt. Model soups: averaging\nweights of multiple fine-tuned models improves accuracy without increasing inference time, 2022. https://arxiv.org/\nabs/2203.05482 .", "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": 355, "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": "weights of multiple fine-tuned models improves accuracy without increasing inference time, 2022. https://arxiv.org/\nabs/2203.05482 .\nChunyang Wu, Zhiping Xiu, Yangyang Shi, Ozlem Kalinli, Christian Fuegen, Thilo Koehler, and Qing He. Transformerbased acoustic modeling for streaming speech synthesis. In Interspeech , pages 146–150, 2021.\nHaoyi Wu, Wenyang Hui, Yezeng Chen, Weiqi Wu, Kewei Tu, and Yi Zhou. Conic10k: A challenging math problem\nunderstanding and reasoning dataset, 2023. https://arxiv.org/abs/2311.05113 .\nZhibiao Wu and Martha Palmer. Verb semantics and lexical selection. In ACL, 1994.\nXAI. Open Release of Grok-1 blog. https://x.ai/blog/grok-os , 2024.\nBin Xiao, Haiping Wu, Weijian Xu, Xiyang Dai, Houdong Hu, Yumao Lu, Michael Zeng, Ce Liu, and Lu Yuan.\nFlorence-2: Advancing a unified representation for a variety of vision tasks. 2024a.", "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": 356, "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": "Florence-2: Advancing a unified representation for a variety of vision tasks. 2024a.\nGuangxuan Xiao, Ji Lin, Mickael Seznec, Hao Wu, Julien Demouth, and Song Han. Smoothquant: Accurate and\nefficient post-training quantization for large language models, 2024b.\nJunbin Xiao, Xindi Shang, Angela Yao, and Tat-Seng Chua. Next-qa: Next phase of question-answering to explaining\ntemporal actions. In CVPR, 2021.\nYuxi Xie, Anirudh Goyal, Wenyue Zheng, Min-Yen Kan, Timothy P Lillicrap, Kenji Kawaguchi, and Michael Shieh.\nMonte carlo tree search boosts reasoning via iterative preference learning. arXiv preprint arXiv:2405.00451 , 2024.\nWenhan Xiong, Jingyu Liu, Igor Molybog, Hejia Zhang, Prajjwal Bhargava, Rui Hou, Louis Martin, Rashi Rungta,\nKarthik Abinav Sankararaman, Barlas Oguz, Madian Khabsa, Han Fang, Yashar Mehdad, Sharan Narang, Kshitiz", "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": 357, "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": "Malik, Angela Fan, Shruti Bhosale, Sergey Edunov, Mike Lewis, Sinong Wang, and Hao Ma. Effective long-context\nscaling of foundation models. arXiv preprint arXiv:2309.16039 , 2023.\nHu Xu, Saining Xie, Xiaoqing Ellen Tan, Po-Yao Huang, Russell Howes, Vasu Sharma, Shang-Wen Li, Gargi Ghosh,\nLuke Zettlemoyer, and Christoph Feichtenhofer. Demystifying clip data. arXiv preprint arXiv:2309.16671 , 2023.\n90\nFanjia Yan, Huanzhi Mao, Charlie Cheng-Jie Ji, Tianjun Zhang, Shishir G. Patil, Ion Stoica, and Joseph E. Gonzalez. Berkeley function calling leaderboard. https://gorilla.cs.berkeley.edu/blogs/8_berkeley_function_calling_\nleaderboard.html , 2024.\nJianwei Yang, Hao Zhang, Feng Li, Xueyan Zou, Chunyuan Li, and Jianfeng Gao. Set-of-mark prompting unleashes\nextraordinary visual grounding in gpt-4v. arXiv preprint arXiv:2310.11441 , 2023a.", "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": 358, "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": "extraordinary visual grounding in gpt-4v. arXiv preprint arXiv:2310.11441 , 2023a.\nZhengyuan Yang, Linjie Li, Jianfeng Wang, Kevin Lin, Ehsan Azarnasab, Faisal Ahmed, Zicheng Liu, Ce Liu, Michael\nZeng, and Lijuan Wang. Mm-react: Prompting chatgpt for multimodal reasoning and action. 2023b.\nShunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao. React: Synergizing\nreasoning and acting in language models. arXiv preprint arXiv:2210.03629 , 2022.\nQinghao Ye, Haiyang Xu, Guohai Xu, Jiabo Ye, Ming Yan, Yiyang Zhou, Junyang Wang, Anwen Hu, Pengcheng Shi,\nYaya Shi, Chenliang Li, Yuanhong Xu, Hehong Chen, Junfeng Tian, Qi Qian, Ji Zhang, Fei Huang, and Jingren\nZhou. mplug-owl: Modularization empowers large language models with multimodality. 2023.", "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": 359, "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": "Zhou. mplug-owl: Modularization empowers large language models with multimodality. 2023.\nLonghui Yu, Weisen Jiang, Han Shi, Jincheng Yu, Zhengying Liu, Yu Zhang, James T Kwok, Zhenguo Li, Adrian\nWeller, and Weiyang Liu. Metamath: Bootstrap your own mathematical questions for large language models. arXiv\npreprint arXiv:2309.12284 , 2023.\nZhou Yu, Dejing Xu, Jun Yu, Ting Yu, Zhou Zhao, Yueting Zhuang, and Dacheng Tao. Activitynet-qa: A dataset for\nunderstanding complex web videos via question answering. In AAAI, 2019.\nXiang Yue, Xingwei Qu, Ge Zhang, Yao Fu, Wenhao Huang, Huan Sun, Yu Su, and Wenhu Chen. Mammoth: Building\nmath generalist models through hybrid instruction tuning. arXiv preprint arXiv:2309.05653 , 2023.\nXiang Yue, Yuansheng Ni, Kai Zhang, Tianyu Zheng, Ruoqi Liu, Ge Zhang, Samuel Stevens, Dongfu Jiang, Weiming\nRen, Yuxuan Sun, Cong Wei, Botao Yu, Ruibin Yuan, Renliang Sun, Ming Yin, Boyuan Zheng, Zhenzhu Yang,", "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": 360, "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": "Ren, Yuxuan Sun, Cong Wei, Botao Yu, Ruibin Yuan, Renliang Sun, Ming Yin, Boyuan Zheng, Zhenzhu Yang,\nYibo Liu, Wenhao Huang, Huan Sun, Yu Su, and Wenhu Chen. Mmmu: A massive multi-discipline multimodal\nunderstanding and reasoning benchmark for expert agi. In Proceedings of CVPR , 2024a.\nXiang Yue, Tuney Zheng, Ge Zhang, and Wenhu Chen. Mammoth2: Scaling instructions from the web. arXiv preprint\narXiv:2405.03548 , 2024b.\nEric Zelikman, Yuhuai Wu, Jesse Mu, and Noah Goodman. Star: Bootstrapping reasoning with reasoning. Advances\nin Neural Information Processing Systems , 35:15476–15488, 2022.\nHang Zhang, Xin Li, and Lidong Bing. Video-llama: An instruction-tuned audio-visual language model for video\nunderstanding. arXiv preprint arXiv:2306.02858 , 2023.\nXinrong Zhang, Yingfa Chen, Shengding Hu, Zihang Xu, Junhao Chen, Moo Khai Hao, Xu Han, Zhen Leng Thai,", "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": 361, "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": "Shuo Wang, Zhiyuan Liu, et al. ∞bench: Extending long context evaluation beyond 100k tokens. arXiv preprint\narXiv:2402.13718 , 2024.\nXinyu Zhang, Ian Colbert, Ken Kreutz-Delgado, and Srinjoy Das. Training deep neural networks with joint quantization\nand pruning of weights and activations, 2021.\nYuan Zhang, Jason Baldridge, and Luheng He. PAWS: Paraphrase adversaries from word scrambling. In Jill Burstein,\nChristy Doran, and Thamar Solorio, editors, Proceedings of the 2019 Conference of the North American Chapter\nof the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short\nPapers), pages 1298–1308, Minneapolis, Minnesota, June 2019. Association for Computational Linguistics. doi:\n10.18653/v1/N19-1131. https://aclanthology.org/N19-1131 .\nWayne Xin Zhao, Kun Zhou, Junyi Li, Tianyi Tang, Xiaolei Wang, Yupeng Hou, Yingqian Min, Beichen Zhang, Junjie\nZhang, Zican Dong, Yifan Du, Chen Yang, Yushuo Chen, Zhipeng Chen, Jinhao Jiang, Ruiyang Ren, Yifan Li,", "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": 362, "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": "Zhang, Zican Dong, Yifan Du, Chen Yang, Yushuo Chen, Zhipeng Chen, Jinhao Jiang, Ruiyang Ren, Yifan Li,\nXinyu Tang, Zikang Liu, Peiyu Liu, Jian-Yun Nie, and Ji-Rong Wen. A survey of large language models. arXiv\npreprint arXiv:2303.18223 , 2023a. http://arxiv.org/abs/2303.18223 .\nYanli Zhao, Andrew Gu, Rohan Varma, Liang Luo, Chien-Chin Huang, Min Xu, Less Wright, Hamid Shojanazeri, Myle\nOtt, Sam Shleifer, Alban Desmaison, Can Balioglu, Pritam Damania, Bernard Nguyen, Geeta Chauhan, Yuchen\nHao, Ajit Mathews, and Shen Li. Pytorch fsdp: Experiences on scaling fully sharded data parallel, 2023b.\nYue Zhao, Ishan Misra, Philipp Krähenbühl, and Rohit Girdhar. Learning video representations from large language\nmodels. In arXiv preprint arXiv:2212.04501 , 2022.", "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": 363, "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": "models. In arXiv preprint arXiv:2212.04501 , 2022.\nZihao Zhao, Eric Wallace, Shi Feng, Dan Klein, and Sameer Singh. Calibrate before use: Improving few-shot\nperformance of language models. In Marina Meila and Tong Zhang, editors, Proceedings of the 38th International\n91\nConference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event , volume 139 of Proceedings of Machine\nLearning Research , pages 12697–12706. PMLR, 2021. http://proceedings.mlr.press/v139/zhao21c.html .\nChujie Zheng, Hao Zhou, Fandong Meng, Jie Zhou, and Minlie Huang. Large language models are not robust multiple\nchoice selectors. CoRR, abs/2309.03882, 2023. doi: 10.48550/ARXIV.2309.03882. https://doi.org/10.48550/arXiv.\n2309.03882 .\nWanjun Zhong, Ruixiang Cui, Yiduo Guo, Yaobo Liang, Shuai Lu, Yanlin Wang, Amin Saied, Weizhu Chen, and Nan", "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": 364, "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": "Duan. Agieval: A human-centric benchmark for evaluating foundation models. arXiv preprint arXiv:2304.06364 ,\n2023.\nChunting Zhou, Pengfei Liu, Puxin Xu, Srinivasan Iyer, Jiao Sun, Yuning Mao, Xuezhe Ma, Avia Efrat, Ping Yu, Lili\nYu, et al. Lima: Less is more for alignment. Advances in Neural Information Processing Systems , 36, 2024.\nJeffrey Zhou, Tianjian Lu, Swaroop Mishra, Siddhartha Brahma, Sujoy Basu, Yi Luan, Denny Zhou, and Le Hou.\nInstruction-following evaluation for large language models. arXiv preprint arXiv:2311.07911 , 2023.\nYanqi Zhou, Tao Lei, Hanxiao Liu, Nan Du, Yanping Huang, Vincent Zhao, Andrew M Dai, Quoc V Le, James\nLaudon, et al. Mixture-of-experts with expert choice routing. Advances in Neural Information Processing Systems ,\n35:7103–7114, 2022.\nDeyao Zhu, Jun Chen, Xiaoqian Shen, Xiang Li, and Mohamed Elhoseiny. Minigpt-4: Enhancing vision-language\nunderstanding with advanced large language models. 2023.\n92", "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": 200, "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": "and represent each frame using four chunks, each of size of 448×448pixels. We use an aggregation factor of\n16 in the video aggregator, hence obtaining one effective frame, which the text tokens cross-attend to. We use\na global batch size of 4,096, a sequence length of 190 tokens, and a learning rate of 10−4during training.\n7.5 Post-Training\nIn this section, we describe the post-training recipe for our vision adapters. After pre-training, we fine-tune the\nmodel on highly curated multi-modal conversational data to enable chat capabilities. We further implement\ndirect preference optimization (DPO) to boost human evaluation performance and rejection sampling to\nimprove multi-modal reasoning capabilities. Finally, we add a quality-tuning stage where we continue finetuning the model on a very small set of high-quality conversational data which further boosts human evaluation\nwhile retaining performance across benchmarks. More details on each of these steps are provided below.\n7.5.1 Supervised Finetuning Data\nWe describe our supervised finetuning (SFT) data for image and video capabilities separately below.\nImage.We utilize a mix of different datasets for supervised finetuning.", "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": 201, "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 describe our supervised finetuning (SFT) data for image and video capabilities separately below.\nImage.We utilize a mix of different datasets for supervised finetuning.\n•Academic datasets. We convert a highly filtered collection of existing academic datasets to questionanswer pairs using templates or via LLM rewriting. The LLM rewriting’s purpose is to augment the\ndata with different instructions and to improve the language quality of answers.\n•Human annotations. We collect multi-modal conversation data via human annotators for a wide range of\ntasks (open-ended question-answering, captioning, practical use cases, etc.) and domains ( e.g., natural\nimages and structured images). Annotators are provided with images and asked to write conversations.\nTo ensure diversity, we cluster large-scale datasets and sampled images uniformly across different clusters.\nFurther, we acquire additional images for a few specific domains by expanding a seed via k-nearest\n58\nneighbors. Annotators are also provided with intermediate checkpoints of existing models to facilitate\nmodel-in-the-loop style annotations, so that model generations can be utilized as a starting point by\nthe annotators to then provide additional human edits. This is an iterative process, in which model\ncheckpoints would be regularly updated with better performing versions trained on the latest data. This", "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": 202, "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 annotators to then provide additional human edits. This is an iterative process, in which model\ncheckpoints would be regularly updated with better performing versions trained on the latest data. This\nincreases the volume and efficiency of human annotations, while also improving their quality.\n•Synthetic data. We explore different ways to generate synthetic multi-modal data by using textrepresentations of images and a text-input LLM. The high-level idea is to utilize the reasoning capabilities of text-input LLMs to generate question-answer pairs in the text domain, and replace the text\nrepresentation with its corresponding images to produce synthetic multi-modal data. Examples include\nrendering texts from question-answer datasets as images or rendering table data into synthetic images of\ntables and charts. Additionally, we use captions and OCR extractions from existing images to generate\nadditional conversational or question-answer data related to the images.\nVideo.Similar to the image adapter, we use academic datasets with pre-existing annotations and convert them\ninto appropriate textual instructions and target responses. The targets are converted to open-ended responses\nor multiple-choice options, whichever is more appropriate. We ask humans to annotate videos with questions\nand corresponding answers. The annotators are asked to focus on questions that could not be answered based\non a single frame, to steer the annotators towards questions that require temporal understanding.", "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": 203, "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": "and corresponding answers. The annotators are asked to focus on questions that could not be answered based\non a single frame, to steer the annotators towards questions that require temporal understanding.\n7.5.2 Supervised Finetuning Recipe\nWe describe our supervised finetuning (SFT) recipe for image and video capabilities separately below.\nImage.We initialize from the pre-trained image adapter, but hot-swap the pre-trained language model’s\nweights with the instruction tuned language model’s weights. The language model weights are kept frozen to\nmaintain text-only performance, i.e., we only update the vision encoder and image adapter weights.\nOur approach to finetune the model is similar to Wortsman et al. (2022). First, we run a hyperparameter\nsweep using multiple random subsets of data, learning rates and weight decay values. Next, we rank the\nmodels based on their performance. Finally, we average the weights of the top- Kmodels to obtain the final\nmodel. The value of Kis determined by evaluating the averaged models and selecting the instance with\nhighest performance. We observe that the averaged models consistently yield better results compared to the\nbest individual model found via grid search. Further, this strategy reduces sensitivity to hyperparameters.\nVideo.For video SFT, we initialize the video aggregator and cross-attention layers using the pre-trained", "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": 204, "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": "Video.For video SFT, we initialize the video aggregator and cross-attention layers using the pre-trained\nweights. The rest of the parameters in the model, the image weights and the LLM, are initialized from\ncorresponding models following their finetuning stages. Similar to video pre-training, we then finetune only\nthe video parameters on the video SFT data. For this stage, we increase the video length to 64 frames, and\nuse an aggregation factor of 32 to get two effective frames. The resolution of the chunks is also increased to\nbe consistent with the corresponding image hyperparameters.\n7.5.3 Preference Data\nWe built multimodal pair-wise preference datasets for reward modeling and direct preference optimization.\n•Human annotations. The human-annotated preference data consists of comparisons between two different\nmodel outputs, labeled as “chosen” and “rejected”, with 7-scale ratings. The models used to generate\nresponses are sampled on-the-fly from a pool of the best recent models, each with different characteristics.\nWe update the model pool weekly. Besides preference labels, we also request annotators to provide\noptional human edits to correct inaccuracies in “chosen” responses because vision tasks have a low\ntolerance for inaccuracies. Note that human editing is an optional step because there is a trade-off", "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": 205, "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": "tolerance for inaccuracies. Note that human editing is an optional step because there is a trade-off\nbetween volume and quality in practice.\n•Synthetic data. Synthetic preference pairs could also be generated by using text-only LLMs to edit and\ndeliberately introduce errors in the supervised finetuning dataset. We took the conversational data as\ninput, and use an LLM to introduce subtle but meaningful errors ( e.g., change objects, change attributes,\nadd mistakes in calculations, etc.). These edited responses are used as negative “rejected” samples and\npaired with the “chosen” original supervised finetuning data.\n59\n•Rejection sampling. Furthermore, to create more on-policy negative samples, we leveraged the iterative\nprocess of rejection sampling to collect additional preference data. We discuss our usage of rejection\nsampling in more detail in the following sections. At a high-level, rejection sampling is used to iteratively\nsample high-quality generations from a model. Therefore, as a by-product, all generations that are not\nselected can be used as negative rejected samples and used as additional preference data pairs.\n7.5.4 Reward Modeling\nWe train a vision reward model (RM) on top of the vision SFT model and the language RM. The vision", "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": 206, "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": "7.5.4 Reward Modeling\nWe train a vision reward model (RM) on top of the vision SFT model and the language RM. The vision\nencoder and the cross-attention layers are initialized from the vision SFT model and unfrozen during training,\nwhile the self-attention layers are initialized from the language RM and kept frozen. We observe that freezing\nthe language RM part generally leads to better accuracy, especially on tasks that require the RM to judge\nbased on its knowledge or the language quality. We adopt the same training objective as the language RM,\nbut adding a weighted regularization term on the square of the reward logits averaged over the batch, which\nprevents the reward scores from drifting.\nThe human preference annotations in Section 7.5.3 are used to train the vision RM. We follow the same\npractice as language preference data (Section 4.2.1) to create two or three pairs with clear ranking ( edited\n>chosen>rejected). In addition, we also synthetically augment the negative responses by perturbing the\nwords or phrases related to the information in the image (such as numbers or visual texts). This encourages\nthe vision RM to ground its judgement based on the actual image content.\n7.5.5 Direct Preference Optimization\nSimilar to the language model (Section 4.1.4), we further train the vision adapters with Direct Preference", "title": "The Llama 3 Herd of Models", "year": 2024 }

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