Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning

20 May 2023

Papers citing "Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning"

40 / 40 papers shown

Title
BF-Max: an Efficient Bit Flipping Decoder with Predictable Decoding Failure Rate Alessio Baldelli Marco Baldi F. Chiaraluce Paolo Santini 52 0 0 11 Jun 2025
Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models Zihao Li Xu Wang Yuzhe Yang Ziyu Yao Haoyi Xiong Jundong Li LLMSV LRM 95 1 0 21 May 2025
Unify Graph Learning with Text: Unleashing LLM Potentials for Session Search Songhao Wu Quan Tu Hong Liu Jia Xu Zhongyi Liu Guannan Zhang Ran Wang Xiuying Chen Rui Yan 120 5 0 20 May 2025
L0-Reasoning Bench: Evaluating Procedural Correctness in Language Models via Simple Program Execution Simeng Sun Cheng-Ping Hsieh Faisal Ladhak Erik Arakelyan Santiago Akle Serano Boris Ginsburg ReLM ELM LRM 394 0 0 28 Mar 2025
Rosetta-PL: Propositional Logic as a Benchmark for Large Language Model Reasoning Shaun Baek Shaun Esua-Mensah Cyrus Tsui Sejan Vigneswaralingam Abdullah Alali Michael Lu Vasu Sharma Sean O'Brien Kevin Zhu LRM 123 0 0 25 Mar 2025
LLMs Can Generate a Better Answer by Aggregating Their Own Responses Zichong Li Xinyu Feng Yuheng Cai Zixuan Zhang Tianyi Liu Chen Liang Weizhu Chen Haoyu Wang Tiejun Zhao LRM 85 1 0 06 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 135 4 0 05 Mar 2025
Integrating Expert Knowledge into Logical Programs via LLMs Franciszek Górski Oskar Wysocki Marco Valentino André Freitas 359 0 0 17 Feb 2025
MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training Xinxin You Xien Liu Qixin Sun Huan Zhang Kaiyin Zhou Shaohui Liu Guoping Hu Shijin Wang Si Liu Ji Wu 127 0 0 13 Feb 2025
MCP-Solver: Integrating Language Models with Constraint Programming Systems Stefan Szeider 73 1 0 31 Dec 2024
ArgMed-Agents: Explainable Clinical Decision Reasoning with LLM Disscusion via Argumentation Schemes Shengxin Hong Liang Xiao Xin Zhang Jian-Xing Chen LRM 73 3 0 31 Dec 2024
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation Bowen Li Zhaoyu Li Qiwei Du Jinqi Luo Wenshan Wang ... Katia Sycara Pradeep Kumar Ravikumar Alexander G. Gray X. Si Sebastian A. Scherer AI4CE LRM 122 4 0 01 Nov 2024
On Memorization of Large Language Models in Logical Reasoning Chulin Xie Yangsibo Huang Chiyuan Zhang Da Yu Xinyun Chen Bill Yuchen Lin Bo Li Badih Ghazi Ravi Kumar LRM 110 35 0 30 Oct 2024
SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement Antonis Antoniades Albert Örwall Kexun Zhang Yuxi Xie Anirudh Goyal William Yang Wang LLMAG 117 18 0 26 Oct 2024
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up Jiahao Yuan Dehui Du Hao Zhang Zixiang Di Usman Naseem LRM 77 6 0 16 Oct 2024
Planning Anything with Rigor: General-Purpose Zero-Shot Planning with LLM-based Formalized Programming Yilun Hao Yang Zhang Chuchu Fan LLMAG 102 17 0 15 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 121 2 0 14 Oct 2024
Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks Rushang Karia Daniel Bramblett D. Dobhal Siddharth Srivastava ELM LRM 73 0 0 11 Oct 2024
Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning Hyun Ryu Gyeongman Kim Hyemin S. Lee Eunho Yang LRM 97 7 0 10 Oct 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 89 1 0 03 Oct 2024
Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models Xin Sky Li Weize Chen Qizhi Chu Haopeng Li Zhaojun Sun ... Yiwei Wei Zhiyuan Liu Chuan Shi Maosong Sun Cheng Yang 80 6 0 29 Sep 2024
Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models Tongxuan Liu Wenjiang Xu Weizhe Huang Yuting Zeng Jiaxing Wang Hailong Yang Hailong Yang Jing Li LRM ReLM 75 9 0 26 Sep 2024
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency Kangsheng Wang Xiao Zhang Zizheng Guo Tianyu Hu Huimin Ma LRM 94 7 0 20 Sep 2024
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Jin Jiang Yuchen Yan Yang Liu Yonggang Jin Shuai Peng Hao Fei Xunliang Cai Yixin Cao Liangcai Gao Zhi Tang LRM 98 6 0 19 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 171 108 0 18 Sep 2024
Self-playing Adversarial Language Game Enhances LLM Reasoning Pengyu Cheng Tianhao Hu Han Xu Zhisong Zhang Yong Dai Lei Han Nan Du Nan Du Xiaolong Li SyDa LRM ReLM 140 35 0 16 Apr 2024
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 70 0 0 16 Nov 2023
Concise and Organized Perception Facilitates Reasoning in Large Language Models Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 64 1 0 05 Oct 2023
Faithful Chain-of-Thought Reasoning Qing Lyu Shreya Havaldar Adam Stein Li Zhang D. Rao Eric Wong Marianna Apidianaki Chris Callison-Burch ReLM LRM 90 226 0 31 Jan 2023
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning O. Yu. Golovneva Moya Chen Spencer Poff Martin Corredor Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz ReLM LRM 82 148 0 15 Dec 2022
Talking About Large Language Models Murray Shanahan AI4CE 89 266 0 07 Dec 2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 102 53 0 21 Oct 2022
FOLIO: Natural Language Reasoning with First-Order Logic Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 82 101 0 02 Sep 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 263 2,462 0 15 Jun 2022
Generating Natural Language Proofs with Verifier-Guided Search Kaiyu Yang Jia Deng Danqi Chen LRM 76 71 0 25 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 740 9,267 0 28 Jan 2022
A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level Iddo Drori Sarah J. Zhang Reece Shuttleworth Leonard Tang Albert Lu ... J. Lynch A. Shporer Nakul Verma Eugene Wu G. Strang AIMat ReLM 106 150 0 31 Dec 2021
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 68 271 0 24 Dec 2020
Transformers as Soft Reasoners over Language Peter Clark Oyvind Tafjord Kyle Richardson ReLM OffRL LRM 93 358 0 14 Feb 2020
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 115 696 0 26 Apr 2019