v1v2v3 (latest)

Why think step by step? Reasoning emerges from the locality of experience

Neural Information Processing Systems (NeurIPS), 2023

7 April 2023

Papers citing "Why think step by step? Reasoning emerges from the locality of experience"

46 / 96 papers shown

Title
Answering Questions in Stages: Prompt Chaining for Contract QA Adam Roegiest Radha Chitta AILaw ELM 159 1 0 09 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample EfficiencyInternational Conference on Learning Representations (ICLR), 2024 Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 498 13 0 07 Oct 2024
Rational Metareasoning for Large Language Models C. Nicolò De Sabbata T. Sumers Badr AlKhamissi Antoine Bosselut Thomas Griffiths LRM ReLM 374 9 0 07 Oct 2024
Autoregressive Action Sequence Learning for Robotic ManipulationIEEE Robotics and Automation Letters (RA-L), 2024 Xinyu Zhang Yuhan Liu Haonan Chang Liam Schramm Abdeslam Boularias 393 32 0 04 Oct 2024
VLM's Eye Examination: Instruct and Inspect Visual Competency of Vision Language Models Nam Hyeon-Woo Moon Ye-Bin Wonseok Choi Lee Hyun Tae-Hyun Oh CoGe 190 3 0 23 Sep 2024
Watch Your Steps: Observable and Modular Chains of Thought Cassandra A. Cohen William W. Cohen LRM 211 3 0 17 Sep 2024
Iterative Graph Alignment Fangyuan Yu H. S. Arora Matt Johnson 176 2 0 29 Aug 2024
Chain of Thought Still Thinks Fast: APriCoT Helps with Thinking Slow Kyle Moore Jesse Roberts Thao Pham Douglas H. Fisher LRM 290 4 0 16 Aug 2024
Unveiling Factual Recall Behaviors of Large Language Models through Knowledge NeuronsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Yifei Wang Yuheng Chen Wanting Wen Yu Sheng Linjing Li D. Zeng KELM 301 14 0 06 Aug 2024
Fundamental Problems With Model Editing: How Should Rational Belief Revision Work in LLMs? Peter Hase Thomas Hofweber Xiang Zhou Elias Stengel-Eskin Joey Tianyi Zhou KELM LRM 259 20 0 27 Jun 2024
Benchmark Data Contamination of Large Language Models: A Survey Cheng Xu Shuhao Guan Derek Greene Mohand-Tahar Kechadi ELM ALM 247 85 0 06 Jun 2024
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization Boshi Wang Xiang Yue Yu-Chuan Su Huan Sun LRM 328 72 0 23 May 2024
LLM-Generated Black-box Explanations Can Be Adversarially Helpful R. Ajwani Shashidhar Reddy Javaji Frank Rudzicz Zining Zhu AAML 267 23 0 10 May 2024
Thoughtful Things: Building Human-Centric Smart Devices with Small Language Models Evan King Haoxiang Yu Sahil Vartak Jenna Jacob Sangsu Lee Christine Julien 166 7 0 06 May 2024
Look Before You Decide: Prompting Active Deduction of MLLMs for Assumptive Reasoning Yian Li Wentao Tian Yang Jiao Yue Yu Yueping Jiang Bin Zhu Na Zhao Yu-Gang Jiang LRM 296 10 0 19 Apr 2024
On the Empirical Complexity of Reasoning and Planning in LLMs Liwei Kang Zirui Zhao David Hsu Wee Sun Lee LRM 182 8 0 17 Apr 2024
A Theory for Length Generalization in Learning to Reason Changnan Xiao Bing Liu LRM 304 12 0 31 Mar 2024
ChatGPT Alternative Solutions: Large Language Models Survey H. Alipour Nick Pendar Kohinoor Roy LM&MA 148 9 0 21 Mar 2024
Reasoning in Transformers -- Mitigating Spurious Correlations and Reasoning Shortcuts Daniel Enström Viktor Kjellberg Moa Johansson LRM 95 3 0 17 Mar 2024
Monotonic Representation of Numeric Properties in Language Models Benjamin Heinzerling Kentaro Inui KELM MILM 204 12 0 15 Mar 2024
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking E. Zelikman Georges Harik Yijia Shao Varuna Jayasiri Nick Haber Noah D. Goodman LLMAG ReLM LRM 611 201 0 14 Mar 2024
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models Changyu Chen Xiting Wang Ting-En Lin Ang Lv Yuchuan Wu Xin Gao Ji-Rong Wen Rui Yan Yongbin Li ReLM LRM 208 20 0 04 Mar 2024
How to think step-by-step: A mechanistic understanding of chain-of-thought reasoning Subhabrata Dutta Joykirat Singh Soumen Chakrabarti Tanmoy Chakraborty LRM 177 47 0 28 Feb 2024
Do Large Language Models Latently Perform Multi-Hop Reasoning? Sohee Yang E. Gribovskaya Nora Kassner Mor Geva Sebastian Riedel ReLM LRM 347 154 0 26 Feb 2024
Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models Haoran Liao Jidong Tian Shaohua Hu Hao He Yaohui Jin ReLM LRM 202 1 0 24 Feb 2024
Understanding In-Context Learning with a Pelican Soup Framework Ting-Rui Chiang Dani Yogatama 131 4 0 16 Feb 2024
Chain-of-Thought Reasoning Without Prompting Xuezhi Wang Denny Zhou ReLM LRM 573 196 0 15 Feb 2024
Reward Generalization in RLHF: A Topological Perspective Tianyi Qiu Fanzhi Zeng Jiaming Ji Dong Yan Kaile Wang Jiayi Zhou Yang Han Josef Dai Xuehai Pan Yaodong Yang AI4CE 310 7 0 15 Feb 2024
Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model Mikail Khona Maya Okawa Jan Hula Rahul Ramesh Kento Nishi Robert P. Dick Ekdeep Singh Lubana Hidenori Tanaka 183 9 0 12 Feb 2024
How do Large Language Models Navigate Conflicts between Honesty and Helpfulness?International Conference on Machine Learning (ICML), 2024 Ryan Liu T. Sumers Ishita Dasgupta Thomas Griffiths LLMAG 112 28 0 11 Feb 2024
Human-Like Geometric Abstraction in Large Pre-trained Neural Networks Declan Campbell Sreejan Kumar Tyler Giallanza Thomas Griffiths Jonathan D. Cohen GNN OCL 189 7 0 06 Feb 2024
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths AggregationInternational Conference on Machine Learning (ICML), 2024 Xinyi Wang Alfonso Amayuelas Kexun Zhang Liangming Pan Wenhu Chen Wenjie Wang LRM 280 25 0 05 Feb 2024
Position: Graph Foundation Models are Already Here Haitao Mao Zhikai Chen Wenzhuo Tang Jianan Zhao Yao Ma Tong Zhao Neil Shah Mikhail Galkin Shucheng Zhou AI4CE 338 70 0 03 Feb 2024
Learning Causal Representations from General Environments: Identifiability and Intrinsic Ambiguity Jikai Jin Vasilis Syrgkanis CML 327 10 0 21 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 317 89 0 20 Nov 2023
From Complex to Simple: Unraveling the Cognitive Tree for Reasoning with Small Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Junbing Yan Chengyu Wang Taolin Zhang Xiaofeng He Jun Huang Wei Zhang ReLM LRM 188 9 0 12 Nov 2023
In-Context Learning Dynamics with Random Binary SequencesInternational Conference on Learning Representations (ICLR), 2023 Eric J. Bigelow Ekdeep Singh Lubana Robert P. Dick Hidenori Tanaka T. Ullman 372 12 0 26 Oct 2023
Towards Better Chain-of-Thought Prompting Strategies: A Survey Zihan Yu Liang He Zhen Wu Xinyu Dai Jiajun Chen LRM 322 82 0 08 Oct 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and FutureAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yuan Liu Bing Qin Ting Liu LRM AI4CE 451 218 0 27 Sep 2023
When Do Program-of-Thoughts Work for Reasoning?AAAI Conference on Artificial Intelligence (AAAI), 2023 Zhen Bi Ningyu Zhang Yinuo Jiang Shumin Deng Guozhou Zheng Huajun Chen LRM 400 25 0 29 Aug 2023
Skill-it! A Data-Driven Skills Framework for Understanding and Training Language ModelsNeural Information Processing Systems (NeurIPS), 2023 Mayee F. Chen Nicholas Roberts Kush S. Bhatia Jue Wang Ce Zhang Frederic Sala Christopher Ré SyDa 182 87 0 26 Jul 2023
Passive learning of active causal strategies in agents and language modelsNeural Information Processing Systems (NeurIPS), 2023 Andrew Kyle Lampinen Stephanie C. Y. Chan Ishita Dasgupta A. Nam Jane X. Wang 373 24 0 25 May 2023
Towards autonomous system: flexible modular production system enhanced with large language model agentsIEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 2023 Yuchen Xia Manthan Shenoy N. Jazdi M. Weyrich LLMAG AI4CE 317 85 0 28 Apr 2023
Boosting Theory-of-Mind Performance in Large Language Models via Prompting Shima Rahimi Moghaddam C. Honey LLMAG LRM AI4CE 289 92 0 22 Apr 2023
Natural Language Reasoning, A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 290 94 0 26 Mar 2023
Reasoning with Language Model Prompting: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 667 384 0 19 Dec 2022