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Thought of Search: Planning with Language Models Through the Lens of Efficiency

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October 4, 2024

Michael Katz, Harsha Kokel, Kavitha Srinivas, Shirin Sohrabi The research paper “Thought of Search: Planning with Language Models Through the…

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Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models (it is smarter than OpenAI o1!)

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September 30, 2024

Tongxuan Liu, Wenjiang Xu, Weizhe Huang, Xingyu Wang, Jiaxing Wang, Hailong Yang, Jing Li The paper “Logic-of-Thought: Injecting Logic into…

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Let’s Verify Step by Step (must-read to build OpenAI o1)

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September 21, 2024

Hunter Lightman, Vineet Kosaraju, Yura Burda, Harri Edwards, Bowen Baker, Teddy Lee, Jan Leike, John Schulman, Ilya Sutskever, Karl Cobbe…

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Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking (code of improved recursive CoT like in OpenAI o1)

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September 20, 2024

Eric Zelikman, Georges Harik, Yijia Shao, Varuna Jayasiri, Nick Haber, Noah D. Goodman Quiet-STaR represents a significant evolution of the…

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Agent Workflow Memory

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September 16, 2024

Zora Zhiruo Wang, Jiayuan Mao, Daniel Fried, Graham Neubig The research paper explores a groundbreaking methodology, Agent Workflow Memory (AWM),…

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Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning (Idea behind OpenAI o1)

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September 13, 2024

Chaojie Wang, Yanchen Deng, Zhiyi Lyu, Liang Zeng, Jujie He, Shuicheng Yan, Bo An The paper introduces Q*, a groundbreaking…

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Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

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September 10, 2024

Chenglei Si, Diyi Yang, Tatsunori Hashimoto This paper, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+…

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Self-Discover: Large Language Models Self-Compose Reasoning Structures

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September 9, 2024

Pei Zhou, Jay Pujara, Xiang Ren, Xinyun Chen, Heng-Tze Cheng, Quoc V. Le, Ed H. Chi, Denny Zhou, Swaroop Mishra,…

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Accurate structure prediction of biomolecular interactions with AlphaFold 3 (300 lines of code for AlphaFold3)

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September 5, 2024

Josh Abramson, Jonas Adler, Jack Dunger, Richard Evans, Tim Green, Alexander Pritzel, Olaf Ronneberger, Lindsay Willmore, Andrew J. Ballard, Joshua…

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Matryoshka Representation Learning

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September 4, 2024

Aditya Kusupati, Gantavya Bhatt, Aniket Rege, Matthew Wallingford, Aditya Sinha, Vivek Ramanujan, William Howard-Snyder, Kaifeng Chen, Sham Kakade, Prateek Jain,…