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

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

Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025

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

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

Assessing the Sensitivity and Alignment of FOL Closeness Metrics EMNLP 2025

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation AAAI 2025

Logic Distillation: Learning from Code Function by Function for Decision-making Tasks IJCAI 2025

Reasoning Knowledge Filter for Logical Table-to-Text Generation COLING 2025

Inductive Learning of Logical Theories with LLMs: A Expressivity-graded Analysis AAAI 2025

Structured Outputs in Prompt Engineering: Enhancing LLM Adaptability on Counterintuitive Instructions IJCNLP 2025

RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks AAAI 2025

Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025

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

Concise and Organized Perception Facilitates Reasoning in Large Language Models NAACL 2025

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

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

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

Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025

Learning First-Order Logic Rules for Argumentation Mining ACL 2025

Empowering LLMs with Logical Reasoning: A Comprehensive Survey IJCAI 2025

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

Enhancing the Logical Reasoning Abilities of Large Language Models IJCAI 2025

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

Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025