LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning

16 February 2025

Papers citing "LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning"

35 / 35 papers shown

Title
Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs Y. Gao Jiaxin Bai Tianshi Zheng Qingyun Sun Ziwei Zhang Jianxin Li Yangqiu Song Xingcheng Fu 19 1 0 27 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 46 1 0 20 May 2025
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning Tianshi Zheng Yixiang Chen Chengxi Li Chunyang Li Qing Zong Haochen Shi Baixuan Xu Yangqiu Song Ginny Wong Simon See LRM 75 5 0 07 Apr 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations Chunyang Li Weiqi Wang Tianshi Zheng Yangqiu Song LRM 108 6 0 22 Feb 2025
Enhancing Transformers for Generalizable First-Order Logical Entailment Tianshi Zheng Jiazheng Wang Ziyi Wang Jiaxin Bai hang Yin Zheye Deng Yangqiu Song Jianxin Li NAI LRM 52 3 0 01 Jan 2025
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty Qing Zong Zhaoxiang Wang Tianshi Zheng Xiyu Ren Yangqiu Song 133 3 0 28 Dec 2024
Can ChatGPT Make Explanatory Inferences? Benchmarks for Abductive Reasoning P. Thagard ELM LRM 60 4 0 29 Apr 2024
AnaloBench: Benchmarking the Identification of Abstract and Long-context Analogies Xiao Ye Andrew Wang Jacob Choi Yining Lu Shreya Sharma Lingfeng Shen Vijay Tiyyala Nicholas Andrews Daniel Khashabi ELM 44 10 0 19 Feb 2024
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation Jiaxin Bai Yicheng Wang Tianshi Zheng Yue Guo Xin Liu Yangqiu Song 69 7 0 25 Dec 2023
UNcommonsense Reasoning: Abductive Reasoning about Uncommon Situations Wenting Zhao Justin T Chiu Jena D. Hwang Faeze Brahman Jack Hessel Sanjiban Choudhury Yejin Choi Xiang Lorraine Li Alane Suhr LRM ReLM 91 12 0 14 Nov 2023
StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding Cheng Jiayang Lin Qiu Tszho Chan Tianqing Fang Weiqi Wang ... Qipeng Guo Hongming Zhang Yangqiu Song Yue Zhang Zheng Zhang 76 32 0 19 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 76 85 0 12 Oct 2023
A Benchmark for Learning to Translate a New Language from One Grammar Book Garrett Tanzer Mirac Suzgun Chenguang Xi Dan Jurafsky Luke Melas-Kyriazi 61 60 0 28 Sep 2023
Hypothesis Search: Inductive Reasoning with Language Models Ruocheng Wang E. Zelikman Gabriel Poesia Yewen Pu Nick Haber Noah D. Goodman ReLM LRM 88 107 0 11 Sep 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 385 3,981 0 29 May 2023
LLMs and the Abstraction and Reasoning Corpus: Successes, Failures, and the Importance of Object-based Representations Yudong Xu Wenhao Li Pashootan Vaezipoor Scott Sanner Elias Boutros Khalil LRM 47 60 0 26 May 2023
Testing the General Deductive Reasoning Capacity of Large Language Models Using OOD Examples Abulhair Saparov Richard Yuanzhe Pang Vishakh Padmakumar Nitish Joshi Seyed Mehran Kazemi Najoung Kim He He ELM LRM 65 94 0 24 May 2023
ChatABL: Abductive Learning via Natural Language Interaction with ChatGPT Tianyang Zhong Yaonai Wei Li Yang Zihao Wu Zheng Liu ... Xi Jiang Jun-Feng Han Dinggang Shen Tianming Liu Tuo Zhang LRM 57 28 0 21 Apr 2023
True Detective: A Deep Abductive Reasoning Benchmark Undoable for GPT-3 and Challenging for GPT-4 Maksym Del Mark Fishel RALM ELM ReLM LRM 42 21 0 20 Dec 2022
VASR: Visual Analogies of Situation Recognition Yonatan Bitton Ron Yosef Eli Strugo Dafna Shahaf Roy Schwartz Gabriel Stanovsky 88 21 0 08 Dec 2022
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning Jiangjie Chen Rui Xu Ziquan Fu Wei Shi Zhongqiao Li Xinbo Zhang Changzhi Sun Lei Li Yanghua Xiao Hao Zhou ELM 54 35 0 16 Mar 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 161 1,485 0 25 Feb 2022
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 75 273 0 24 Dec 2020
Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense Reasoning Lianhui Qin Vered Shwartz Peter West Chandra Bhagavatula Jena D. Hwang Ronan Le Bras Antoine Bosselut Yejin Choi OffRL LRM 112 80 0 12 Oct 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 206 2,052 0 16 Apr 2020
Stratified Rule-Aware Network for Abstract Visual Reasoning Sheng Hu Yuqing Ma Xianglong Liu Yanlu Wei Shihao Bai 50 106 0 17 Feb 2020
Transformers as Soft Reasoners over Language Peter Clark Oyvind Tafjord Kyle Richardson ReLM OffRL LRM 96 358 0 14 Feb 2020
Abductive Commonsense Reasoning Chandra Bhagavatula Ronan Le Bras Chaitanya Malaviya Keisuke Sakaguchi Ari Holtzman Hannah Rashkin Doug Downey Scott Yih Yejin Choi ReLM LRM 75 461 0 15 Aug 2019
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing Chi Zhang Feng Gao Baoxiong Jia Yixin Zhu Song-Chun Zhu AIMat 70 312 0 07 Mar 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Enriching Word Vectors with Subword Information Piotr Bojanowski Edouard Grave Armand Joulin Tomas Mikolov NAI SSL VLM 229 9,966 0 15 Jul 2016
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,386 0 04 Sep 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 394 33,529 0 16 Oct 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 674 31,512 0 16 Jan 2013
The Latent Relation Mapping Engine: Algorithm and Experiments Peter D. Turney 90 134 0 23 Dec 2008