Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Xinglang, Zhang, Yunyao, Chen, ZeLiang, Yu, Junqing, Yang, Wei, Song, Zikai |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Logic-Parametric Neuro-Symbolic NLI: Controlling Logical Formalisms for Verifiable LLM Reasoning
by: Farjami, Ali, et al.
Published: (2026)
by: Farjami, Ali, et al.
Published: (2026)
Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study
by: Zhou, Yujun, et al.
Published: (2025)
by: Zhou, Yujun, et al.
Published: (2025)
From Blind Solvers to Logical Thinkers: Benchmarking LLMs' Logical Integrity on Faulty Mathematical Problems
by: Rahman, A M Muntasir, et al.
Published: (2024)
by: Rahman, A M Muntasir, et al.
Published: (2024)
Semantic-Aware Logical Reasoning via a Semiotic Framework
by: Zhang, Yunyao, et al.
Published: (2025)
by: Zhang, Yunyao, et al.
Published: (2025)
Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving
by: Cao, Chuxue, et al.
Published: (2025)
by: Cao, Chuxue, et al.
Published: (2025)
Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models
by: Liu, Yinhong, et al.
Published: (2024)
by: Liu, Yinhong, et al.
Published: (2024)
LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models
by: Wan, Yuxuan, et al.
Published: (2024)
by: Wan, Yuxuan, et al.
Published: (2024)
The Geometry of Reasoning: Flowing Logics in Representation Space
by: Zhou, Yufa, et al.
Published: (2025)
by: Zhou, Yufa, et al.
Published: (2025)
JustLogic: A Comprehensive Benchmark for Evaluating Deductive Reasoning in Large Language Models
by: Chen, Michael K., et al.
Published: (2025)
by: Chen, Michael K., et al.
Published: (2025)
Compositional Consistency-Guided Decoding for Three-Way Logical Question Answering
by: Huang, Tianyi, et al.
Published: (2026)
by: Huang, Tianyi, et al.
Published: (2026)
FLARE: Faithful Logic-Aided Reasoning and Exploration
by: Arakelyan, Erik, et al.
Published: (2024)
by: Arakelyan, Erik, et al.
Published: (2024)
Controlling Logical Collapse in LLMs via Algebraic Ontology Projection over F2
by: Miyashita, Hisashi, et al.
Published: (2026)
by: Miyashita, Hisashi, et al.
Published: (2026)
Towards Logically Sound Natural Language Reasoning with Logic-Enhanced Language Model Agents
by: Mensfelt, Agnieszka, et al.
Published: (2024)
by: Mensfelt, Agnieszka, et al.
Published: (2024)
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models
by: Qasim, Kaleem Ullah, et al.
Published: (2025)
by: Qasim, Kaleem Ullah, et al.
Published: (2025)
Temporal Ensemble Logic
by: Zhang, Guo-Qiang
Published: (2024)
by: Zhang, Guo-Qiang
Published: (2024)
Causal Past Logic for Runtime Verification of Distributed LLM Agent Workflows
by: Bollig, Benedikt
Published: (2026)
by: Bollig, Benedikt
Published: (2026)
ASP-Bench: From Natural Language to Logic Programs
by: Szeider, Stefan
Published: (2026)
by: Szeider, Stefan
Published: (2026)
Logical Negation Augmenting and Debiasing for Prompt-based Methods
by: Li, Yitian, et al.
Published: (2024)
by: Li, Yitian, et al.
Published: (2024)
Are Language Models Efficient Reasoners? A Perspective from Logic Programming
by: Opedal, Andreas, et al.
Published: (2025)
by: Opedal, Andreas, et al.
Published: (2025)
SATBench: Benchmarking LLMs' Logical Reasoning via Automated Puzzle Generation from SAT Formulas
by: Wei, Anjiang, et al.
Published: (2025)
by: Wei, Anjiang, et al.
Published: (2025)
Dynamic Logic of Trust-Based Beliefs
by: Jiang, Junli, et al.
Published: (2025)
by: Jiang, Junli, et al.
Published: (2025)
Evaluating Implicit Regulatory Compliance in LLM Tool Invocation via Logic-Guided Synthesis
by: Song, Da, et al.
Published: (2026)
by: Song, Da, et al.
Published: (2026)
Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection
by: Lalwani, Abhinav, et al.
Published: (2024)
by: Lalwani, Abhinav, et al.
Published: (2024)
Correct Chains, Wrong Answers: Dissociating Reasoning from Output in LLM Logic
by: Rao, Abinav, et al.
Published: (2026)
by: Rao, Abinav, et al.
Published: (2026)
Integrating Reasoning Systems for Trustworthy AI, Proceedings of the 4th Workshop on Logic and Practice of Programming (LPOP)
by: Nerode, Anil, et al.
Published: (2024)
by: Nerode, Anil, et al.
Published: (2024)
Lattice Annotated Temporal (LAT) Logic for Non-Markovian Reasoning
by: Mukherji, Kaustuv, et al.
Published: (2025)
by: Mukherji, Kaustuv, et al.
Published: (2025)
The Transformation Logics
by: Ronca, Alessandro
Published: (2023)
by: Ronca, Alessandro
Published: (2023)
Where to Search: Measure the Prior-Structured Search Space of LLM Agents
by: Song, Zhuo-Yang
Published: (2025)
by: Song, Zhuo-Yang
Published: (2025)
RvLLM: LLM Runtime Verification with Domain Knowledge
by: Zhang, Yedi, et al.
Published: (2025)
by: Zhang, Yedi, et al.
Published: (2025)
A Syllogistic Probe: Tracing the Evolution of Logic Reasoning in Large Language Models
by: Zang, Zhengqing, et al.
Published: (2026)
by: Zang, Zhengqing, et al.
Published: (2026)
Traffic Scenario Logic: A Spatial-Temporal Logic for Modeling and Reasoning of Urban Traffic Scenarios
by: Wang, Ruolin, et al.
Published: (2024)
by: Wang, Ruolin, et al.
Published: (2024)
Toward Robust Legal Text Formalization into Defeasible Deontic Logic using LLMs
by: Horner, Elias, et al.
Published: (2025)
by: Horner, Elias, et al.
Published: (2025)
Relating Answer Set Programming and Many-sorted Logics for Formal Verification
by: Hansen, Zachary
Published: (2025)
by: Hansen, Zachary
Published: (2025)
Satisfiability Solving with LLMs: A Matched-Pair Evaluation of Reasoning Capability
by: Zhang, Leizhen, et al.
Published: (2026)
by: Zhang, Leizhen, et al.
Published: (2026)
Implementing Grassroots Logic Programs with Multiagent Transition Systems and AI
by: Shapiro, Ehud
Published: (2026)
by: Shapiro, Ehud
Published: (2026)
LLM-ARC: Enhancing LLMs with an Automated Reasoning Critic
by: Kalyanpur, Aditya, et al.
Published: (2024)
by: Kalyanpur, Aditya, et al.
Published: (2024)
Sound and Complete Neurosymbolic Reasoning with LLM-Grounded Interpretations
by: Allen, Bradley P., et al.
Published: (2025)
by: Allen, Bradley P., et al.
Published: (2025)
Executable Archaeology: Reanimating the Logic Theorist from its IPL-V Source
by: Shrager, Jeff
Published: (2026)
by: Shrager, Jeff
Published: (2026)
Mind the Gaps: Logical English, Prolog, and Multi-agent Systems for Autonomous Vehicles
by: Sartor, Galileo, et al.
Published: (2025)
by: Sartor, Galileo, et al.
Published: (2025)
Logic Synthesis with Generative Deep Neural Networks
by: Li, Xihan, et al.
Published: (2024)
by: Li, Xihan, et al.
Published: (2024)
Similar Items
-
Logic-Parametric Neuro-Symbolic NLI: Controlling Logical Formalisms for Verifiable LLM Reasoning
by: Farjami, Ali, et al.
Published: (2026) -
Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study
by: Zhou, Yujun, et al.
Published: (2025) -
From Blind Solvers to Logical Thinkers: Benchmarking LLMs' Logical Integrity on Faulty Mathematical Problems
by: Rahman, A M Muntasir, et al.
Published: (2024) -
Semantic-Aware Logical Reasoning via a Semiotic Framework
by: Zhang, Yunyao, et al.
Published: (2025) -
Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving
by: Cao, Chuxue, et al.
Published: (2025)