Conflict-Aware Fusion: Mitigating Logic Inertia in Large Language Models via Structured Cognitive Priors
Fuente:
arXiv
Saved in:
| Main Authors: | Bao, Qiming, Fu, Xiaoxuan, Witbrock, Michael |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation
by: Bao, Qiming, et al.
Published: (2022)
by: Bao, Qiming, et al.
Published: (2022)
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)
RLearner-LLM: Balancing Logical Grounding and Fluency in Large Language Models via Hybrid Direct Preference Optimization
by: Bao, Qiming, et al.
Published: (2026)
by: Bao, Qiming, et al.
Published: (2026)
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)
ASP-Bench: From Natural Language to Logic Programs
by: Szeider, Stefan
Published: (2026)
by: Szeider, Stefan
Published: (2026)
Where to Search: Measure the Prior-Structured Search Space of LLM Agents
by: Song, Zhuo-Yang
Published: (2025)
by: Song, Zhuo-Yang
Published: (2025)
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)
Generics and Default Reasoning in Large Language Models
by: Kirkpatrick, James Ravi, et al.
Published: (2025)
by: Kirkpatrick, James Ravi, et al.
Published: (2025)
Defining implication relation for classical logic
by: Fu, Li
Published: (2013)
by: Fu, Li
Published: (2013)
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)
Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning
by: Zhang, Xinglang, et al.
Published: (2026)
by: Zhang, Xinglang, et al.
Published: (2026)
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)
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)
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)
Can Large Language Models Understand DL-Lite Ontologies? An Empirical Study
by: Wang, Keyu, et al.
Published: (2024)
by: Wang, Keyu, et al.
Published: (2024)
Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning
by: Bao, Qiming, et al.
Published: (2023)
by: Bao, Qiming, et al.
Published: (2023)
Reasoning Capabilities of Large Language Models. Lessons Learned from General Game Playing
by: Świechowski, Maciej, et al.
Published: (2026)
by: Świechowski, Maciej, et al.
Published: (2026)
Are Language Models Efficient Reasoners? A Perspective from Logic Programming
by: Opedal, Andreas, et al.
Published: (2025)
by: Opedal, Andreas, et al.
Published: (2025)
Logical Negation Augmenting and Debiasing for Prompt-based Methods
by: Li, Yitian, et al.
Published: (2024)
by: Li, Yitian, et al.
Published: (2024)
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)
Compositional Consistency-Guided Decoding for Three-Way Logical Question Answering
by: Huang, Tianyi, et al.
Published: (2026)
by: Huang, Tianyi, 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)
Large Language Models Imitate Logical Reasoning, but at what Cost?
by: McGinness, Lachlan, et al.
Published: (2025)
by: McGinness, Lachlan, et al.
Published: (2025)
Llemma: An Open Language Model For Mathematics
by: Azerbayev, Zhangir, et al.
Published: (2023)
by: Azerbayev, Zhangir, et al.
Published: (2023)
TOGGLE: Temporal Logic-Guided Large Language Model Compression for Edge
by: Khalil, Khurram, et al.
Published: (2025)
by: Khalil, Khurram, 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)
Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame Benchmark
by: Li, Fangjun, et al.
Published: (2024)
by: Li, Fangjun, 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)
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)
State Definition for Conflict Analysis with Four-valued Logic
by: Kato, Yukiko
Published: (2022)
by: Kato, Yukiko
Published: (2022)
Relating Answer Set Programming and Many-sorted Logics for Formal Verification
by: Hansen, Zachary
Published: (2025)
by: Hansen, Zachary
Published: (2025)
Causal Past Logic for Runtime Verification of Distributed LLM Agent Workflows
by: Bollig, Benedikt
Published: (2026)
by: Bollig, Benedikt
Published: (2026)
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)
The Geometry of Reasoning: Flowing Logics in Representation Space
by: Zhou, Yufa, et al.
Published: (2025)
by: Zhou, Yufa, et al.
Published: (2025)
FLARE: Faithful Logic-Aided Reasoning and Exploration
by: Arakelyan, Erik, et al.
Published: (2024)
by: Arakelyan, Erik, et al.
Published: (2024)
Risk-Controlled Lean-as-Judge for Natural-Language Mathematical Reasoning
by: Bourigault, Pauline, et al.
Published: (2026)
by: Bourigault, Pauline, et al.
Published: (2026)
Dafny as Verification-Aware Intermediate Language for Code Generation
by: Li, Yue Chen, et al.
Published: (2025)
by: Li, Yue Chen, et al.
Published: (2025)
DECIDER: A Dual-System Rule-Controllable Decoding Framework for Language Generation
by: Xu, Chen, et al.
Published: (2024)
by: Xu, Chen, et al.
Published: (2024)
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)
Similar Items
-
Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation
by: Bao, Qiming, et al.
Published: (2022) -
Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models
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) -
RLearner-LLM: Balancing Logical Grounding and Fluency in Large Language Models via Hybrid Direct Preference Optimization
by: Bao, Qiming, et al.
Published: (2026) -
JustLogic: A Comprehensive Benchmark for Evaluating Deductive Reasoning in Large Language Models
by: Chen, Michael K., et al.
Published: (2025)