logical reasoning

298 papers

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Co-occurring keywords

large language model (12755) natural language inference (1278) benchmark evaluation (1539) knowledge graph (1795) first-order logic (168) question answering (2904) symbolic reasoning (184) language model (4573) deductive reasoning (56) neural network (6616)

Papers

Logic Unseen: Revealing the Logical Blindspots of Vision-Language Models AAAI 2026

Don’t Judge a Book by its Cover: Testing LLMs’ Robustness Under Logical Obfuscation EACL 2026

Fine-Tuning Sample Order Matters in Propositional Logical Question-Answering (Student Abstract) AAAI 2026

From Hypothesis to Premises: LLM-based Backward Logical Reasoning with Selective Symbolic Translation AAAI 2026

Logic Haystacks: Probing LLMs’ Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding) EACL 2026

Improving Chain-of-Thought for Logical Reasoning via Attention-Aware Intervention EACL 2026

Interest-Shift-Aware Logical Reasoning for Efficient Long-Sequence Recommendation AAAI 2026

Empowering LLMs with Symbolic Representation and Reasoning AAAI 2026

Do LLMs Really Struggle at NL-FOL Translation? Revealing Their Strengths via a Novel Benchmarking Strategy AAAI 2026

LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG ACL 2025

PlanningArena: A Modular Benchmark for Multidimensional Evaluation of Planning and Tool Learning ACL 2025

Enhancing the Logical Reasoning Abilities of Large Language Models IJCAI 2025

Unravelling the Logic: Investigating the Generalisation of Transformers in Numerical Satisfiability Problems ACL 2025

LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025

Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025

Can Large Language Models Win the International Mathematical Games? EMNLP 2025

Empowering LLMs with Logical Reasoning: A Comprehensive Survey IJCAI 2025

Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework ACL 2025

KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025

Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025

FineReason: Evaluating and Improving LLMs’ Deliberate Reasoning through Reflective Puzzle Solving ACL 2025

Learning First-Order Logic Rules for Argumentation Mining ACL 2025

Logical forms complement probability in understanding language model (and human) performance ACL 2025

Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025