Hypothesis Search: Inductive Reasoning with Language Models

11 September 2023

Papers citing "Hypothesis Search: Inductive Reasoning with Language Models"

50 / 67 papers shown

Title
Could Thinking Multilingually Empower LLM Reasoning? Changjiang Gao Xu Huang Wenhao Zhu Shujian Huang Lei Li Fei Yuan LRM 27 0 0 16 Apr 2025
Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning Can Jin Hongwu Peng Qixin Zhang Yujin Tang Dimitris N. Metaxas Tong Che LLMAG LRM 54 2 0 14 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 33 0 0 14 Apr 2025
On Language Models' Sensitivity to Suspicious Coincidences Sriram Padmanabhan Kanishka Misra Kyle Mahowald Eunsol Choi ReLM LRM 35 0 0 13 Apr 2025
Thinking Machines: A Survey of LLM based Reasoning Strategies Dibyanayan Bandyopadhyay Soham Bhattacharjee Asif Ekbal LRM ELM 46 4 0 13 Mar 2025
An Empirical Comparison of Cost Functions in Inductive Logic Programming Céline Hocquette Andrew Cropper 52 0 0 10 Mar 2025
Automated Annotation of Evolving Corpora for Augmenting Longitudinal Network Data: A Framework Integrating Large Language Models and Expert Knowledge Xiao Liu Zirui Wu Jiayi Li Zhicheng Shao Xun Pang Yansong Feng 50 0 0 03 Mar 2025
Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents Patrick Tser Jern Kon Jiachen Liu Qiuyi Ding Yiming Qiu Zhenning Yang Yibo Huang Jayanth Srinivasa Myungjin Lee Mosharaf Chowdhury Ang Chen 48 3 0 22 Feb 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations Chunyang Li Weiqi Wang Tianshi Zheng Y. Song LRM 44 2 0 22 Feb 2025
CER: Confidence Enhanced Reasoning in LLMs Ali Razghandi Seyed Mohsen Hosseini Mahdieh Soleymani Baghshah LRM 98 1 0 21 Feb 2025
LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning Tianshi Zheng Jiayang Cheng Chunyang Li Haochen Shi Z. Wang Jiaxin Bai Y. Song Ginny Y. Wong Simon See LRM 46 2 0 16 Feb 2025
The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding Mo Yu Lemao Liu J. Wu Tsz Ting Chung Shunchi Zhang JiangNan Li Dit-Yan Yeung Jie Zhou 77 1 0 13 Feb 2025
One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs Yinghui Li Jiayi Kuang Haojing Huang Zhikun Xu Xinnian Liang ... Xiaoyu Tan C. Qu Ying Shen Hai-Tao Zheng Philip S. Yu LRM 41 3 0 12 Feb 2025
VaiBot: Shuttle Between the Instructions and Parameters of Large Language Models Wangtao Sun Haotian Xu Huanxuan Liao Xuanqing Yu Zhongtao Jiang Shizhu He Jun Zhao Kang Liu 53 0 0 04 Feb 2025
On the Role of Model Prior in Real-World Inductive Reasoning Zhuo Liu Ding Yu Hangfeng He LRM 74 0 0 18 Dec 2024
Abductive Symbolic Solver on Abstraction and Reasoning Corpus Mintaek Lim Seokki Lee Liyew Woletemaryam Abitew Sundong Kim 117 1 0 27 Nov 2024
Combining Induction and Transduction for Abstract Reasoning Wen-Ding Li Keya Hu Carter Larsen Yuqing Wu Simon Alford ... Dat Nguyen Wei-Long Zheng Zenna Tavares Yewen Pu Kevin Ellis AI4CE 27 7 0 04 Nov 2024
CausalGraph2LLM: Evaluating LLMs for Causal Queries Ivaxi Sheth Bahare Fatemi Mario Fritz 17 0 0 21 Oct 2024
A Comparative Study on Reasoning Patterns of OpenAI's o1 Model Siwei Wu Zhongyuan Peng Xinrun Du Tuney Zheng Minghao Liu ... Zhaoxiang Zhang Wenhao Huang Ge Zhang Chenghua Lin J. H. Liu ELM LLMAG LRM AI4CE 29 28 0 17 Oct 2024
WILT: A Multi-Turn, Memorization-Robust Inductive Logic Benchmark for LLMs Eryk Banatt Jonathan Cheng Skanda Vaidyanath Tiffany Hwu LRM 27 1 0 14 Oct 2024
Boosting Deductive Reasoning with Step Signals In RLHF J. Li Yipin Zhang Wei Shen Yuzi Yan Jian Xie Dong Yan LRM ReLM 27 0 0 12 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 32 4 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 18 1 0 10 Oct 2024
System 2 Reasoning via Generality and Adaptation Sejin Kim Sundong Kim LRM AI4CE 65 0 0 10 Oct 2024
Tackling the Abstraction and Reasoning Corpus with Vision Transformers: the Importance of 2D Representation, Positions, and Objects Wenhao Li Yudong Xu Scott Sanner Elias Boutros Khalil ViT 24 2 0 08 Oct 2024
Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark Himanshu Gupta Shreyas Verma Ujjwala Anantheswaran Kevin Scaria Mihir Parmar Swaroop Mishra Chitta Baral ReLM LRM 24 4 0 06 Oct 2024
TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking Danqing Wang Jianxin Ma Fei Fang Lei Li LLMAG LRM 50 0 0 02 Oct 2024
A Case Study of Web App Coding with OpenAI Reasoning Models Yi Cui ELM VLM LRM 14 0 0 19 Sep 2024
IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web Hongcheng Guo Wei Zhang Junhao Chen Yaonan Gu Jian Yang ... Binyuan Hui Tianyu Liu Jianxin Ma Chang Zhou Zhoujun Li 25 1 0 14 Sep 2024
Hypothesizing Missing Causal Variables with LLMs Ivaxi Sheth Sahar Abdelnabi Mario Fritz CML LRM 30 4 0 04 Sep 2024
H-ARC: A Robust Estimate of Human Performance on the Abstraction and Reasoning Corpus Benchmark Solim LeGris Wai Keen Vong Brenden Lake Todd M. Gureckis LRM 27 6 0 02 Sep 2024
Relational decomposition for program synthesis Céline Hocquette Andrew Cropper 31 4 0 22 Aug 2024
IDEA:Enhancing the Rule Learning Ability of Language Agents through Induction, Deduction, and Abduction Kaiyu He Zhiyu Chen LLMAG LRM 18 0 0 19 Aug 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 52 422 0 06 Aug 2024
CogNarr Ecosystem: Facilitating Group Cognition at Scale John C. Boik 47 0 0 11 Jul 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 36 4 0 09 Jul 2024
When Reasoning Meets Information Aggregation: A Case Study with Sports Narratives Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang Wenlin Yao H. Foroosh Dong Yu Fei Liu 35 6 0 17 Jun 2024
Is Programming by Example solved by LLMs? Wen-Ding Li Kevin Ellis 24 9 0 12 Jun 2024
TextGrad: Automatic "Differentiation" via Text Mert Yuksekgonul Federico Bianchi Joseph Boen Sheng Liu Zhi Huang Carlos Guestrin James Zou LLMAG OOD AI4CE 31 31 0 11 Jun 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 16 13 0 26 May 2024
HYSYNTH: Context-Free LLM Approximation for Guiding Program Synthesis Shraddha Barke Emmanuel Anaya Gonzalez Saketh Ram Kasibatla Taylor Berg-Kirkpatrick Nadia Polikarpova 38 0 0 24 May 2024
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models Parshin Shojaee Kazem Meidani Shashank Gupta A. Farimani Chandan K. Reddy 37 13 0 29 Apr 2024
Inductive-Deductive Strategy Reuse for Multi-Turn Instructional Dialogues Jiao Ou Jiayu Wu Che Liu Fuzheng Zhang Di Zhang Kun Gai 19 2 0 17 Apr 2024
Empowering Biomedical Discovery with AI Agents Shanghua Gao Ada Fang Yepeng Huang Valentina Giunchiglia Ayush Noori Jonathan Richard Schwarz Yasha Ektefaie Jovana Kondic Marinka Zitnik LLMAG AI4CE 36 62 0 03 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 24 3 0 23 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 34 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 42 57 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 19 5 0 09 Mar 2024
Loose LIPS Sink Ships: Asking Questions in Battleship with Language-Informed Program Sampling Gabriel Grand Valerio Pepe Jacob Andreas Joshua B. Tenenbaum ReLM 21 6 0 29 Feb 2024
Automated Statistical Model Discovery with Language Models Michael Y. Li Emily B. Fox Noah D. Goodman 21 14 0 27 Feb 2024