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logical reasoning

298 papers

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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

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
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation AAAI 2025
KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025
Structured Outputs in Prompt Engineering: Enhancing LLM Adaptability on Counterintuitive Instructions IJCNLP 2025
Concise and Organized Perception Facilitates Reasoning in Large Language Models NAACL 2025
DivLogicEval: A Framework for Benchmarking Logical Reasoning Evaluation in Large Language Models EMNLP 2025
Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning COLING 2025
Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework ACL 2025
RuleArena: A Benchmark for Rule-Guided Reasoning with LLMs in Real-World Scenarios ACL 2025
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025
FineReason: Evaluating and Improving LLMs’ Deliberate Reasoning through Reflective Puzzle Solving ACL 2025
Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations ACL 2025
Learning First-Order Logic Rules for Argumentation Mining ACL 2025
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment ACL 2025
Empowering LLMs with Logical Reasoning: A Comprehensive Survey IJCAI 2025
Liar, Liar, Logical Mire: A Benchmark for Suppositional Reasoning in Large Language Models EMNLP 2024
Scaling Synthetic Logical Reasoning Datasets with Context-Sensitive Declarative Grammars EMNLP 2024
A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners EMNLP 2024
Conditional and Modal Reasoning in Large Language Models EMNLP 2024
Testing the limits of logical reasoning in neural and hybrid models NAACL 2024
LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models EMNLP 2024
Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing EMNLP 2024