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Pedro Cuenca

pcuenq

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reacted to m-ric's post with 🚀 about 7 hours ago

We now have a Deep Research for academia: SurveyX automatically writes academic surveys nearly indistinguishable from human-written ones 🔥 Researchers from Beijing and Shanghai just published the first application of a deep research system to academia: their algorithm, given a question, can give you a survey of all papers on the subject. To make a research survey, you generally follow two steps, preparation (collect and organize papers) and writing (outline creation, writing, polishing). Researchers followed the same two steps and automated them. 🎯 For the preparation part, a key part is find all the important references on the given subject. Researchers first cast a wide net of all relevant papers. But then finding the really important ones is like distilling knowledge from a haystack of information. To solve this challenge, they built an “AttributeTree” object that structures key information from citations. Ablating these AttributeTrees significantly decreased structure and synthesis scores, so they were really useful! 📝 For the writing part, key was to get a synthesis that's both short and true. This is not easy to get with LLMs! So they used methods like LLM-based deduplication to shorten the too verbose listings made by LLMs, and RAG to grab original quotes instead of made-up ones. As a result, their system outperforms previous approaches by far! As assessed by LLM-judges, the quality score os SurveyX even approaches this of human experts, with 4.59/5 vs 4.75/5 🏆 I advise you to read the paper, it's a great overview of the kind of assistants that we'll get in the short future! 👉 https://huggingface.co/papers/2502.14776 Their website shows examples of generated surveys 👉 http://www.surveyx.cn/

new activity about 7 hours ago

agents-course/course-images:Rename en/unit2/smolagents/afred-party.jpg to en/unit2/smolagents/alfred-party.jpg

updated a dataset about 8 hours ago

agents-course/course-images

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pcuenq's activity

New activity in agents-course/course-images about 7 hours ago

Rename en/unit2/smolagents/afred-party.jpg to en/unit2/smolagents/alfred-party.jpg

#6 opened 1 day ago by

New activity in mlx-community/Qwen2.5-VL-3B-Instruct-8bit 2 days ago

Update image processor

#1 opened 2 days ago by

New activity in mlx-community/SmolVLM2-256M-Video-Instruct-mlx 3 days ago

Update README.md

#3 opened 4 days ago by

New activity in HuggingFaceTB/SmolVLM2-500M-Video-Instruct 3 days ago

torch import missed in example

#9 opened 4 days ago by

New activity in mlx-community/SmolVLM2-500M-Video-Instruct-mlx 5 days ago

mlx-community

#3 opened 5 days ago by

New activity in mlx-community/SmolVLM2-500M-Video-Instruct-mlx-8bit-skip-vision 5 days ago

mlx-community

#2 opened 5 days ago by

New activity in mlx-community/SmolVLM2-256M-Video-Instruct-mlx 5 days ago

mlx-community

#2 opened 5 days ago by

New activity in mlx-community/SmolVLM2-2.2B-Instruct-mlx 5 days ago

Update README.md

#3 opened 5 days ago by

New activity in mlx-community/SmolVLM2-256M-Video-Instruct-mlx 5 days ago

Create README.md

#1 opened 5 days ago by

New activity in mlx-community/SmolVLM2-500M-Video-Instruct-mlx-8bit-skip-vision 5 days ago

Create README.md

#1 opened 5 days ago by

New activity in mlx-community/SmolVLM2-500M-Video-Instruct-mlx 5 days ago

Update README.md

#2 opened 5 days ago by

New activity in google/paligemma2-10b-mix 6 days ago

Update README.md

#1 opened 6 days ago by

New activity in mlx-community/SmolVLM2-2.2B-Instruct-mlx 7 days ago

Fix chat template

#2 opened 7 days ago by

New activity in HuggingFaceTB/SmolVLM2-2.2B-Instruct 7 days ago

Fix chat template

#1 opened 7 days ago by

New activity in HuggingFaceTB/SmolVLM2-256M-Video-Instruct 8 days ago

video_sampling.longest_edge -> 512

#3 opened 8 days ago by

New activity in HuggingFaceTB/SmolVLM2-500M-Video-Instruct 9 days ago

video_sampling.longest_edge -> 512

#6 opened 9 days ago by

Add missing config value (num_hidden_layers)

#4 opened 9 days ago by

New activity in mlx-community/SmolVLM2-500M-Video-Instruct-mlx 12 days ago

Manually update processor, for now. Part of https://huggingface.co/HuggingFaceTB/SmolVLM2-500M-Video-Instruct/commit/d52b9cddd52922722e9e0780315d209dd8311f45.

#1 opened 12 days ago by

New activity in mlx-community/SmolVLM2-2.2B-Instruct-mlx 13 days ago

Create README.md

#1 opened 13 days ago by

New activity in agents-course/notebooks 13 days ago

Update dummy_agent_library.ipynb

#4 opened 14 days ago by

JotaDeRodriguez