Reasoning - Paper Without Code

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Boundless Socratic Learning with Language Games (a step toward AGI, maybe)

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December 29, 2024

Tom Schaul The paper “Boundless Socratic Learning with Language Games” by Tom Schaul offers a fascinating theoretical exploration of recursive…

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Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

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December 29, 2024

Huanjin Yao, Jiaxing Huang, Wenhao Wu, Jingyi Zhang, Yibo Wang, Shunyu Liu, Yingjie Wang, Yuxin Song, Haocheng Feng, Li Shen,…

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Thinking LLMs: General Instruction Following with Thought Generation (System 2 on CoT)

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November 9, 2024

Tianhao Wu, Janice Lan, Weizhe Yuan, Jiantao Jiao, Jason Weston, Sainbayar Sukhbaatar The research paper “THINKING LLMs: GENERAL INSTRUCTION FOLLOWING…

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Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs (RAG for reasoning in agents)

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November 5, 2024

Liyi Chen, Panrong Tong, Zhongming Jin, Ying Sun, Jieping Ye, Hui Xiong The research paper “Plan-on-Graph: Self-Correcting Adaptive Planning of…

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Cognitive Architectures for Language Agents (How to use memory in reasoning)

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October 25, 2024

Theodore R. Sumers, Shunyu Yao, Karthik Narasimhan, Thomas L. Griffiths The paper “Cognitive Architectures for Language Agents” by Theodore R.…

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Agents Thinking Fast and Slow: A Talker-Reasoner Architecture

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October 16, 2024

Konstantina Christakopoulou, Shibl Mourad, Maja Matarić The paper “Agents Thinking Fast and Slow: A Talker-Reasoner Architecture” from Deepmind presents an…

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Gödel Agent: A Self-Referential Agent Framework for Recursive Self-Improvement (Code for a Gödel AutoML XGBoost)

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October 14, 2024

Xunjian Yin, Xinyi Wang, Liangming Pan, Xiaojun Wan, William Yang Wang The paper “GÖDEL AGENT: A SELF-REFERENTIAL FRAMEWORK FOR AGENTS…

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Agent-Oriented Planning in Multi-Agent Systems (build your perplexity pro agent)

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October 7, 2024

Ao Li, Yuexiang Xie, Songze Li, Fugee Tsung, Bolin Ding, Yaliang Li The paper “Agent-Oriented Planning in Multi-Agent Systems” introduces…

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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…