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Logical Reasoning in Large Language Models: A Survey

Logical Reasoning in Large Language Models: A Survey

13 February 2025
Hanmeng Liu
Zhizhang Fu
Mengru Ding
Ruoxi Ning
Chen Zhang
Xiaozhang Liu
Yue Zhang
    ReLMELMLRMAI4CE
ArXiv (abs)PDFHTMLHuggingFace (23 upvotes)

Papers citing "Logical Reasoning in Large Language Models: A Survey"

19 / 19 papers shown
DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning
DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning
Lachlan McPheat
Navdeep Kaur
Robert E Blackwell
Alessandra Russo
Anthony G Cohn
Pranava Madhyastha
ReLMCoGeLRM
285
0
0
04 Nov 2025
The Geometry of Reasoning: Flowing Logics in Representation Space
The Geometry of Reasoning: Flowing Logics in Representation Space
Yufa Zhou
Yixiao Wang
Xunjian Yin
Shuyan Zhou
Anru R. Zhang
LRMAI4CE
118
2
0
10 Oct 2025
Toward Mechanistic Explanation of Deductive Reasoning in Language Models
Toward Mechanistic Explanation of Deductive Reasoning in Language Models
Davide Maltoni
Matteo Ferrara
ReLMLRMELMAI4CE
166
0
0
10 Oct 2025
AdvChain: Adversarial Chain-of-Thought Tuning for Robust Safety Alignment of Large Reasoning Models
AdvChain: Adversarial Chain-of-Thought Tuning for Robust Safety Alignment of Large Reasoning Models
Zihao Zhu
Xinyu Wu
Gehan Hu
Siwei Lyu
Ke Xu
Baoyuan Wu
LRM
92
1
0
29 Sep 2025
GEAR: A General Evaluation Framework for Abductive Reasoning
GEAR: A General Evaluation Framework for Abductive Reasoning
Kaiyu He
Peilin Wu
Mian Zhang
Kun Wan
Wentian Zhao
Xinya Du
Zhiyu Zoey Chen
ELMLRM
112
0
0
28 Sep 2025
Large Language Models Imitate Logical Reasoning, but at what Cost?
Large Language Models Imitate Logical Reasoning, but at what Cost?
Lachlan McGinness
Peter Baumgartner
ReLMLRMELMAI4CE
197
2
0
16 Sep 2025
Investigating Language Model Capabilities to Represent and Process Formal Knowledge: A Preliminary Study to Assist Ontology Engineering
Investigating Language Model Capabilities to Represent and Process Formal Knowledge: A Preliminary Study to Assist Ontology Engineering
Hanna Abi Akl
LRM
128
0
0
12 Sep 2025
Balanced Actor Initialization: Stable RLHF Training of Distillation-Based Reasoning Models
Balanced Actor Initialization: Stable RLHF Training of Distillation-Based Reasoning Models
Chen Zheng
Yiyuan Ma
Y. Yang
Deyi Liu
Jing Liu
...
Yiyuan Ma
Siyuan Qiao
Xun Zhou
Liang Xiang
Yonghui Wu
ALM
80
0
0
30 Aug 2025
Can LLMs Solve ASP Problems? Insights from a Benchmarking Study (Extended Version)
Can LLMs Solve ASP Problems? Insights from a Benchmarking Study (Extended Version)
Lin Ren
Guohui Xiao
Guilin Qi
Yishuai Geng
Haohan Xue
LRM
187
1
0
26 Jul 2025
Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation
Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation
Minghao Tang
Shiyu Ni
Jiafeng Guo
Keping Bi
RALMLRM
310
0
0
25 Jul 2025
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning
Yu Sun
Xingyu Qian
Weiwen Xu
Hao Zhang
Chenghao Xiao
...
Yu Rong
Wenbing Huang
Qifeng Bai
Qifeng Bai
Yu Rong
LRM
332
14
0
11 Jun 2025
ARGUS: Hallucination and Omission Evaluation in Video-LLMs
ARGUS: Hallucination and Omission Evaluation in Video-LLMs
Ruchit Rawal
Reza Shirkavand
Heng-Chiao Huang
Gowthami Somepalli
Tom Goldstein
281
3
0
09 Jun 2025
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
Kaiyu He
Zhiyu Chen
ReLMLRMELM
353
3
0
28 May 2025
Evaluating the Logical Reasoning Abilities of Large Reasoning Models
Evaluating the Logical Reasoning Abilities of Large Reasoning Models
Hanmeng Liu
Yiran Ding
Zhizhang Fu
Chaoli Zhang
Xiaozhang Liu
Yue Zhang
ELMLRM
267
1
0
17 May 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks
Yixin Cao
Shibo Hong
Xuzhao Li
Jiahao Ying
Yubo Ma
...
Juanzi Li
Aixin Sun
Qi Zhang
Tat-Seng Chua
Tianwei Zhang
ALMELM
554
23
0
26 Apr 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models
Kang He
Kaushik Roy
LRM
318
0
0
18 Apr 2025
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification
Anqi Zhang
Yulin Chen
Jane Pan
Chen Zhao
Aurojit Panda
Jinyang Li
He He
ReLMLRM
327
64
0
07 Apr 2025
SWI: Speaking with Intent in Large Language Models
SWI: Speaking with Intent in Large Language Models
Yuwei Yin
EunJeong Hwang
Giuseppe Carenini
LRM
478
1
0
27 Mar 2025
DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning
DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology ReasoningAdvances in Ophthalmology Practice and Research (AOPR), 2025
Pusheng Xu
Yue Wu
Kai Jin
Xiaolan Chen
M. He
Danli Shi
ELMVLMLRM
185
22
0
25 Feb 2025
1