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Large Language Models Are Not Strong Abstract Reasoners

31 May 2023

Qiming Bao

Papers citing "Large Language Models Are Not Strong Abstract Reasoners"

24 / 24 papers shown

Title
Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles Jiangjie Chen Qianyu He Siyu Yuan Aili Chen Zhicheng Cai ... Qiying Yu Xuefeng Li Jiaze Chen Hao Zhou Mingxuan Wang ReLM LRM 94 2 0 26 May 2025
Learning to Choose or Choosing to Learn: Best-of-N vs. Supervised Fine-Tuning for Bit String Generation Seamus Somerstep Vinod Raman Unique Subedi Yuekai Sun 76 0 0 22 May 2025
Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds Gaël Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 57 0 0 20 May 2025
Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents Wei Fan Tianshi Zheng Yiran Hu Zheye Deng Weiqi Wang Baixuan Xu Chunyang Li Haoran Li Weixing Shen Yangqiu Song AILaw ELM 62 1 0 20 May 2025
Enigme: Generative Text Puzzles for Evaluating Reasoning in Language Models John Hawkins ReLM LRM 98 0 0 08 May 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 77 0 0 14 Apr 2025
Can Large Reasoning Models do Analogical Reasoning under Perceptual Uncertainty? Giacomo Camposampiero Michael Hersche Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 111 2 0 14 Mar 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations Chunyang Li Weiqi Wang Tianshi Zheng Yangqiu Song LRM 134 6 0 22 Feb 2025
Large Language Models as Common-Sense Heuristics Andrey Borro Patricia J. Riddle Michael W Barley Michael Witbrock LRM LM&Ro 237 1 0 31 Jan 2025
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models Kaleem Ullah Qasim Jiashu Zhang Tariq Alsahfi Ateeq Ur Rehman Butt LRM ReLM 134 1 0 03 Jan 2025
Learning by Analogy: Enhancing Few-Shot Prompting for Math Word Problem Solving with Computational Graph-Based Retrieval Xiaocong Yang Jiacheng Lin Zhenting Wang Chengxiang Zhai ReLM 118 0 0 25 Nov 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 191 14 0 25 Oct 2024
Are LLMs Good Zero-Shot Fallacy Classifiers? Fengjun Pan Xiaobao Wu Zongrui Li Anh Tuan Luu LRM 137 14 0 19 Oct 2024
Critical Questions Generation: Motivation and Challenges Blanca Calvo Figueras Rodrigo Agerri 73 3 0 18 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 67 5 0 10 Oct 2024
System 2 Reasoning via Generality and Adaptation Sejin Kim Sundong Kim LRM AI4CE 120 0 0 10 Oct 2024
Counterfactual Causal Inference in Natural Language with Large Language Models Gaël Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 73 3 0 08 Oct 2024
Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-Tuning Qingyu Yin Xuzheng He Luoao Deng Chak Tou Leong Fan Wang Yanzhao Yan Xiaoyu Shen Qiang Zhang 137 5 0 07 Oct 2024
Towards Learning Abductive Reasoning using VSA Distributed Representations Giacomo Camposampiero Michael Hersche Aleksandar Terzić Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 101 3 0 27 Jun 2024
Neuro-symbolic Training for Reasoning over Spatial Language Tanawan Premsri Parisa Kordjamshidi LRM NAI 89 6 0 19 Jun 2024
Efficient Causal Graph Discovery Using Large Language Models Thomas Jiralerspong Xiaoyin Chen Yash More Vedant Shah Yoshua Bengio CML 95 24 0 02 Feb 2024
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng Enze Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 207 85 0 17 Dec 2023
Comparing Humans, GPT-4, and GPT-4V On Abstraction and Reasoning Tasks Melanie Mitchell Alessandro B. Palmarini A. Moskvichev LRM 144 58 0 14 Nov 2023
Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation Qiming Bao A. Peng Tim Hartill N. Tan Zhenyun Deng Michael Witbrock Jiamou Liu ReLM OOD NAI LRM 152 14 0 28 Jul 2022