From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models

From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models

28 May 2025

Papers citing "From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models"

13 / 13 papers shown

Title
Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges Chandan K. Reddy Parshin Shojaee 97 8 0 16 Dec 2024
Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models Guangzhi Xiong Eric Xie Amir Hassan Shariatmadari Sikun Guo Stefan Bekiranov Aidong Zhang LRM HILM 39 10 0 04 Nov 2024
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models Iman Mirzadeh Keivan Alizadeh Hooman Shahrokhi Oncel Tuzel Samy Bengio Mehrdad Farajtabar AIMat LRM 66 151 0 07 Oct 2024
Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation Biqing Qi Kaiyan Zhang Kai Tian Haoxiang Li Zhang-Ren Chen Sihang Zeng Ermo Hua Hu Jinfang Bowen Zhou LM&MA 66 15 0 12 Jul 2024
Automatic benchmarking of large multimodal models via iterative experiment programming Alessandro Conti Enrico Fini Paolo Rota Yiming Wang Massimiliano Mancini Elisa Ricci 61 1 0 18 Jun 2024
Self-Consistent Narrative Prompts on Abductive Natural Language Inference Chunkit Chan Xin Liu Tszho Chan Cheng Jiayang Yangqiu Song Ginny Wong Simon See LRM 38 8 0 15 Sep 2023
Hypothesis Search: Inductive Reasoning with Language Models Ruocheng Wang E. Zelikman Gabriel Poesia Yewen Pu Nick Haber Noah D. Goodman ReLM LRM 66 105 0 11 Sep 2023
Evaluating the Deductive Competence of Large Language Models S. M. Seals V. Shalin ELM ReLM LRM 27 9 0 11 Sep 2023
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery Zonglin Yang Xinya Du Junxian Li Jie Zheng Soujanya Poria Min Zhang LRM 37 53 0 06 Sep 2023
Abductive Commonsense Reasoning Exploiting Mutually Exclusive Explanations Wenting Zhao Justin T. Chiu Claire Cardie Alexander M. Rush LRM 34 19 0 24 May 2023
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 233 195 0 24 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 479 9,009 0 28 Jan 2022
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 26 269 0 24 Dec 2020