Title
Improve Rule Retrieval and Reasoning with Self-Induction and Relevance ReEstimate Ziyang Huang Wangtao Sun Jun Zhao Kang-Jun Liu LRM 12 0 0 16 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 72 1 0 05 May 2025
HypoBench: Towards Systematic and Principled Benchmarking for Hypothesis Generation Haokun Liu Sicong Huang Jingyu Hu Yangqiaoyu Zhou Chenhao Tan 30 0 0 15 Apr 2025
Improving In-Context Learning with Reasoning Distillation Nafis Sadeq Xin Xu Zhouhang Xie Julian McAuley Byungkyu Kang Prarit Lamba Xiang Gao RALM ReLM LRM 38 0 0 14 Apr 2025
On Language Models' Sensitivity to Suspicious Coincidences Sriram Padmanabhan Kanishka Misra Kyle Mahowald Eunsol Choi ReLM LRM 37 0 0 13 Apr 2025
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning T. Zheng Yixiang Chen Chengxi Li Chunyang Li Qing Zong Haochen Shi Baixuan Xu Yangqiu Song Ginny Wong Simon See LRM 39 0 0 07 Apr 2025
Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction Liping Liu Chunhong Zhang Likang Wu Chuang Zhao Zheng Hu Ming He Jianping Fan LLMAG LRM 38 0 0 02 Mar 2025
Dataset Featurization: Uncovering Natural Language Features through Unsupervised Data Reconstruction Michal Bravansky Vaclav Kubon Suhas Hariharan Robert Kirk 69 0 0 24 Feb 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations Chunyang Li Weiqi Wang Tianshi Zheng Yangqiu Song LRM 49 2 0 22 Feb 2025
InductionBench: LLMs Fail in the Simplest Complexity Class Wenyue Hua Tyler Wong Sun Fei Liangming Pan Adam Jardine William Yang Wang LRM 73 2 0 20 Feb 2025
LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning Tianshi Zheng Jiayang Cheng Chunyang Li Haochen Shi Zhilin Wang Jiaxin Bai Yangqiu Song Ginny Wong Simon See LRM 46 2 0 16 Feb 2025
On the Role of Model Prior in Real-World Inductive Reasoning Zhuo Liu Ding Yu Hangfeng He LRM 82 0 0 18 Dec 2024
Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments Paulius Rauba Nabeel Seedat Krzysztof Kacprzyk M. Schaar AI4CE 54 1 0 31 Oct 2024
IdeaBench: Benchmarking Large Language Models for Research Idea Generation Sikun Guo Amir Hassan Shariatmadari Guangzhi Xiong Albert Huang Eric Xie Stefan Bekiranov Aidong Zhang LM&MA 38 6 0 31 Oct 2024
Matchmaker: Self-Improving Large Language Model Programs for Schema Matching Nabeel Seedat M. Schaar 39 2 0 31 Oct 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models Jiachun Li Pengfei Cao Zhuoran Jin Yubo Chen Kang-Jun Liu Jun Zhao LRM ELM 37 3 0 12 Oct 2024
Mars: Situated Inductive Reasoning in an Open-World Environment Xiaojuan Tang Jiaqi Li Yitao Liang Song-chun Zhu Muhan Zhang Zilong Zheng LM&Ro LRM LLMAG 29 1 0 10 Oct 2024
System 2 Reasoning via Generality and Adaptation Sejin Kim Sundong Kim LRM AI4CE 73 0 0 10 Oct 2024
Counterfactual Causal Inference in Natural Language with Large Language Models Gael Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 34 0 0 08 Oct 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 37 6 0 13 Sep 2024
Hypothesizing Missing Causal Variables with LLMs Ivaxi Sheth Sahar Abdelnabi Mario Fritz CML LRM 46 4 0 04 Sep 2024
Symbolic Working Memory Enhances Language Models for Complex Rule Application Siyuan Wang Zhongyu Wei Yejin Choi Xiang Ren LRM LLMAG 33 11 0 24 Aug 2024
The Quest for the Right Mediator: A History, Survey, and Theoretical Grounding of Causal Interpretability Aaron Mueller Jannik Brinkmann Millicent Li Samuel Marks Koyena Pal ... Arnab Sen Sharma Jiuding Sun Eric Todd David Bau Yonatan Belinkov CML 52 18 0 02 Aug 2024
Hypothetical Minds: Scaffolding Theory of Mind for Multi-Agent Tasks with Large Language Models Logan Cross Violet Xiang Agam Bhatia Daniel L. K. Yamins Nick Haber LM&Ro LRM LLMAG 48 4 0 09 Jul 2024
Knowledge-based Consistency Testing of Large Language Models Sai Sathiesh Rajan E. Soremekun Sudipta Chattopadhyay 27 2 0 03 Jul 2024
Large Language Models Assume People are More Rational than We Really are Ryan Liu Jiayi Geng Joshua C. Peterson Ilia Sucholutsky Thomas L. Griffiths 76 16 0 24 Jun 2024
Is Programming by Example solved by LLMs? Wen-Ding Li Kevin Ellis 37 10 0 12 Jun 2024
Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning Xinlu Zhang Zhi Chen Xi Ye Xianjun Yang Lichang Chen William Yang Wang Linda R. Petzold LRM 61 10 0 30 May 2024
Code Repair with LLMs gives an Exploration-Exploitation Tradeoff Hao Tang Keya Hu Jin Peng Zhou Sicheng Zhong Wei-Long Zheng Xujie Si Kevin Ellis 39 13 0 26 May 2024
Hypothesis Generation with Large Language Models Yangqiaoyu Zhou Haokun Liu Tejes Srivastava Hongyuan Mei Chenhao Tan LRM 36 26 0 05 Apr 2024
An Incomplete Loop: Deductive, Inductive, and Abductive Learning in Large Language Models Emmy Liu Graham Neubig Jacob Andreas ReLM LRM 35 6 0 03 Apr 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 33 35 0 02 Apr 2024
Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning Zhouhang Xie Bodhisattwa Prasad Majumder Mengjie Zhao Yoshinori Maeda Keiichi Yamada Hiromi Wakaki Julian McAuley 40 3 0 23 Mar 2024
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns Yew Ken Chia Vernon Toh Yan Han Deepanway Ghosal Lidong Bing Soujanya Poria LRM ReLM 41 13 0 20 Mar 2024
Reasoning Abilities of Large Language Models: In-Depth Analysis on the Abstraction and Reasoning Corpus Seungpil Lee Woochang Sim Donghyeon Shin Sanha Hwang Wongyu Seo Jiwon Park Seokki Lee Sejin Kim Sundong Kim LRM 42 19 0 18 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 52 113 0 14 Mar 2024
Meaningful Learning: Advancing Abstract Reasoning in Large Language Models via Generic Fact Guidance Kai Xiong Xiao Ding Ting Liu Bing Qin Dongliang Xu Qing Yang Hongtao Liu Yixin Cao LRM 36 3 0 14 Mar 2024
ItD: Large Language Models Can Teach Themselves Induction through Deduction Wangtao Sun Haotian Xu Xuanqing Yu Pei Chen Shizhu He Jun Zhao Kang Liu LRM 35 10 0 09 Mar 2024
Automated Statistical Model Discovery with Language Models Michael Y. Li Emily B. Fox Noah D. Goodman 42 14 0 27 Feb 2024
Data-driven Discovery with Large Generative Models Bodhisattwa Prasad Majumder Harshit Surana Dhruv Agarwal Sanchaita Hazra Ashish Sabharwal Peter Clark 43 9 0 21 Feb 2024
WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment Hao Tang Darren Key Kevin Ellis LLMAG 20 27 0 19 Feb 2024
Doing Experiments and Revising Rules with Natural Language and Probabilistic Reasoning Wasu Top Piriyakulkij Cassidy Langenfeld Tuan Anh Le Kevin Ellis LRM 21 0 0 08 Feb 2024
Limits of Transformer Language Models on Learning to Compose Algorithms Jonathan Thomm Aleksandar Terzić Giacomo Camposampiero Michael Hersche Bernhard Schölkopf Abbas Rahimi 39 3 0 08 Feb 2024
Speak It Out: Solving Symbol-Related Problems with Symbol-to-Language Conversion for Language Models Yile Wang Sijie Cheng Zixin Sun Peng Li Yang Liu ReLM LRM 32 4 0 22 Jan 2024
CHAMP: A Competition-level Dataset for Fine-Grained Analyses of LLMs' Mathematical Reasoning Capabilities Yujun Mao Yoon Kim Yilun Zhou LRM ReLM 26 17 0 13 Jan 2024
Evaluating Large Language Models on the GMAT: Implications for the Future of Business Education Vahid Ashrafimoghari Necdet Gurkan Jordan W. Suchow ELM 27 6 0 02 Jan 2024
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines Arnav Singhvi Manish Shetty Shangyin Tan Christopher Potts Koushik Sen Matei A. Zaharia Omar Khattab 17 16 0 20 Dec 2023
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models Yifan Hou Jiaoda Li Yu Fei Alessandro Stolfo Wangchunshu Zhou Guangtao Zeng Antoine Bosselut Mrinmaya Sachan LRM 30 40 0 23 Oct 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 32 63 0 10 Oct 2023
Large Language Models Are Not Strong Abstract Reasoners Gael Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 29 30 0 31 May 2023