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"

50 / 96 papers shown

Title
Provable Benefit of Curriculum in Transformer Tree-Reasoning Post-Training Dake Bu Wei Huang Andi Han Atsushi Nitanda Hau-San Wong Qingfu Zhang Taiji Suzuki LRM 164 0 0 10 Nov 2025
DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning Lachlan McPheat Navdeep Kaur Robert E Blackwell Alessandra Russo Anthony G Cohn Pranava Madhyastha ReLM CoGe LRM 232 0 0 04 Nov 2025
Cross-Platform Evaluation of Reasoning Capabilities in Foundation Models J. Curtò I. D. Zarzà Pablo García Jordi Cabot ELM LRM 187 0 0 30 Oct 2025
Chain of Time: In-Context Physical Simulation with Image Generation Models YingQiao Wang Eric J. Bigelow Boyi Li T. Ullman AI4CE LRM 84 0 0 30 Oct 2025
DAG-Math: Graph-Guided Mathematical Reasoning in LLMs Yuanhe Zhang Ilja Kuzborskij Jason D. Lee Chenlei Leng Fanghui Liu LRM 122 1 0 19 Oct 2025
Self-Verifying Reflection Helps Transformers with CoT Reasoning Zhongwei Yu Wannian Xia Xue Yan Bo Xu Haifeng Zhang Yali Du Ning Yang ReLM LRM 89 0 0 14 Oct 2025
Making Mathematical Reasoning Adaptive Z. Lai Xiang Geng Zhijun Wang Yang Bai Jiahuan Li Rongxiang Weng Jingang Wang Xuezhi Cao Xunliang Cai Xin Huang LRM 140 0 0 06 Oct 2025
Distilling Reasoning into Student LLMs: Local Naturalness for Selecting Teacher Data H. Just Myeongseob Ko Ruoxi Jia LRM 148 1 0 05 Oct 2025
Pushing LLMs to Their Logical Reasoning Bound: The Role of Data Reasoning Intensity Zhen Bi Zhenlin Hu Jinnan Yang Mingyang Chen Cheng Deng ... Qing Shen Zhenfang Liu Kang Zhao Ningyu Zhang Jungang Lou LRM 186 0 0 29 Sep 2025
RL Squeezes, SFT Expands: A Comparative Study of Reasoning LLMs Kohsei Matsutani Shota Takashiro Gouki Minegishi Takeshi Kojima Yusuke Iwasawa Yutaka Matsuo OffRL ReLM LRM 190 4 0 25 Sep 2025
Conversational Orientation Reasoning: Egocentric-to-Allocentric Navigation with Multimodal Chain-of-Thought Yu Ti Huang LLMAG LRM 107 0 0 20 Sep 2025
Early Stopping Chain-of-thoughts in Large Language Models Minjia Mao Bowen Yin Yu Zhu Xiao Fang ReLM LRM 109 2 0 17 Sep 2025
Learning When to Plan: Efficiently Allocating Test-Time Compute for LLM Agents Davide Paglieri Bartłomiej Cupiał Jonathan Cook Ulyana Piterbarg Jens Tuyls Edward Grefenstette Jakob Foerster Jack Parker-Holder Tim Rocktaschel LLMAG 194 1 0 03 Sep 2025
A Taxonomy of Transcendence Natalie Abreu Edwin Zhang Eran Malach Sham Kakade 98 2 0 25 Aug 2025
Bridging Formal Language with Chain-of-Thought Reasoning to Geometry Problem Solving Tianyun Yang Yunwen Li Ziniu Li Zhihang Lin Ruoyu Sun Tian Ding ReLM LRM 106 0 0 12 Aug 2025
Learning to See and Act: Task-Aware Virtual View Exploration for Robotic Manipulation Yongjie Bai Zhouxia Wang Wenshu Fan Weixing Chen Ziliang Chen ... Yongsen Zheng Lingbo Liu Guanbin Li Guanbin Li Liang Lin 202 1 0 07 Aug 2025
Reasoning Systems as Structured Processes: Foundations, Failures, and Formal Criteria Saleh Nikooroo Thomas Engel LRM AI4CE 104 1 0 03 Aug 2025
Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation Jiahao Cheng Tiancheng Su Jia Yuan Guoxiu He Jiawei Liu Xinqi Tao Jingwen Xie Huaxia Li HILM LRM 280 8 0 20 Jun 2025
ELI-Why: Evaluating the Pedagogical Utility of Language Model ExplanationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Brihi Joshi Keyu He Sahana Ramnath Sadra Sabouri Kaitlyn Zhou Souti Chattopadhyay Swabha Swayamdipta Xiang Ren ELM 145 3 0 17 Jun 2025
A Survey on Large Language Models for Mathematical Reasoning Peng-Yuan Wang Tian-Shuo Liu Chenyang Wang Yi-Di Wang Shu Yan ... Xu-Hui Liu Xin-Wei Chen Jia-Cheng Xu Ziniu Li Yang Yu LRM 236 14 0 10 Jun 2025
Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties Gouki Minegishi Hiroki Furuta Takeshi Kojima Yusuke Iwasawa Y. Matsuo LRM 1.0K 9 0 06 Jun 2025
Enhancing Decision-Making of Large Language Models via Actor-Critic Heng Dong Kefei Duan Chongjie Zhang LLMAG 162 3 0 04 Jun 2025
Neither Stochastic Parroting nor AGI: LLMs Solve Tasks through Context-Directed Extrapolation from Training Data Priors Harish Tayyar Madabushi Melissa Torgbi C. Bonial 307 3 0 29 May 2025
Scalable Complexity Control Facilitates Reasoning Ability of LLMs Liangkai Hang Junjie Yao Zhiwei Bai Tianyi Chen Yang Chen ... Feiyu Xiong Y. Zhang Weinan E Hongkang Yang Zhi-hai Xu LRM 193 2 0 29 May 2025
To CoT or To Loop? A Formal Comparison Between Chain-of-Thought and Looped Transformers Kevin Xu Issei Sato LRM 251 5 0 25 May 2025
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning Qiguang Chen Libo Qin Jinhao Liu Yue Liao Jiaqi Wang Jingxuan Zhou Wanxiang Che LRM 188 5 0 19 May 2025
Automatically Advancing LLM Expertise in Technology Judgment Siyang Wu Honglin Bao Nadav Kunievsky James A. Evans 381 0 0 18 May 2025
Measurement of LLM's Philosophies of Human Nature Minheng Ni Ennan Wu Zidong Gong Zhiyong Yang Linjie Li Chung-Ching Lin Kevin Qinghong Lin Lijuan Wang Wangmeng Zuo 296 0 0 03 Apr 2025
Is the Reversal Curse a Binding Problem? Uncovering Limitations of Transformers from a Basic Generalization Failure Boshi Wang Huan Sun 226 9 0 02 Apr 2025
PROMFUZZ: Leveraging LLM-Driven and Bug-Oriented Composite Analysis for Detecting Functional Bugs in Smart Contracts Xingshuang Lin Xingshuang Lin Yuan Tian Yuan Tian Na Ruan Na Ruan Jiliang Li R. Beyah S. Ji 240 1 0 31 Mar 2025
Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language ModelsInternational Conference on Learning Representations (ICLR), 2025 Shaotian Yan Chen Shen Wenxiao Wang Liang Xie Junjie Liu Jieping Ye ReLM LRM 305 4 0 14 Mar 2025
Teaching LLMs How to Learn with Contextual Fine-TuningInternational Conference on Learning Representations (ICLR), 2025 Younwoo Choi Muhammad Adil Asif Ziwen Han John Willes Fahad Razak LRM 190 6 0 12 Mar 2025
Data Distributional Properties As Inductive Bias for Systematic GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Felipe del-Rio Alain Raymond-Sáez Daniel Florea Rodrigo Toro Icarte Julio Hurtado Cristian B. Calderon Á. Soto AI4CE 394 1 0 27 Feb 2025
REALM-Bench: A Benchmark for Evaluating Multi-Agent Systems on Real-world, Dynamic Planning and Scheduling Tasks Longling Geng Edward Y. Chang LLMAG 329 8 0 26 Feb 2025
CoT-ICL Lab: A Synthetic Framework for Studying Chain-of-Thought Learning from In-Context DemonstrationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Vignesh Kothapalli Hamed Firooz Maziar Sanjabi 391 0 0 21 Feb 2025
A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1 Jun Wang LRM KELM 240 15 0 15 Feb 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data?International Conference on Learning Representations (ICLR), 2025 Yutong Yin Zhaoran Wang LRM ReLM 1.1K 2 0 27 Jan 2025
ICLR: In-Context Learning of RepresentationsInternational Conference on Learning Representations (ICLR), 2024 Core Francisco Park Andrew Lee Ekdeep Singh Lubana Yongyi Yang Maya Okawa Kento Nishi Martin Wattenberg Hidenori Tanaka AIFin 488 23 0 29 Dec 2024
Chasing Progress, Not Perfection: Revisiting Strategies for End-to-End LLM Plan Generation Sukai Huang Trevor Cohn Nir Lipovetzky LRM 261 3 0 14 Dec 2024
Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures Fu-Chieh Chang Pei-Yuan Wu Pei-Yuan Wu LRM 412 1 0 25 Nov 2024
Diverse capability and scaling of diffusion and auto-regressive models when learning abstract rules Binxu Wang Jiaqi Shang Haim Sompolinsky DiffM 154 1 0 12 Nov 2024
SetLexSem Challenge: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Bardiya Akhbari Manish Gawali Nicholas A. Dronen AAML 225 0 0 11 Nov 2024
RL-STaR: Theoretical Analysis of Reinforcement Learning Frameworks for Self-Taught Reasoner Fu-Chieh Chang Yu-Ting Lee Hui-Ying Shih Pei-Yuan Wu Pei-Yuan Wu OffRL LRM 932 1 0 31 Oct 2024
Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse Ryan Liu Jiayi Geng Addison J. Wu Ilia Sucholutsky Tania Lombrozo Thomas Griffiths ReLM LRM 413 83 0 27 Oct 2024
Reasoning or a Semblance of it? A Diagnostic Study of Transitive Reasoning in LLMsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Houman Mehrafarin Arash Eshghi Ioannis Konstas LRM 130 1 0 26 Oct 2024
A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware DemonstrationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Yingqian Cui Pengfei He Xianfeng Tang Qi He Chen Luo Shucheng Zhou Yue Xing LRM 153 12 0 21 Oct 2024
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoning Pengfei He Zitao Li Yue Xing Yaling Li Shucheng Zhou Bolin Ding LLMAG LRM 130 5 0 18 Oct 2024
LLM-Human Pipeline for Cultural Context Grounding of Conversations Rajkumar Pujari Dan Goldwasser 243 2 0 17 Oct 2024
Overcoming classic challenges for artificial neural networks by providing incentives and practiceNature Machine Intelligence (Nat. Mach. Intell.), 2024 Kazuki Irie Brenden M. Lake 494 8 0 14 Oct 2024
P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning ChainsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Simeng Han Aaron Yu Rui Shen Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Dragomir R. Radev Rex Ying Arman Cohan LRM 216 11 0 11 Oct 2024