Reasoning

Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025 Entailment-Preserving First-order Logic Representations in Natural Language Entailment ACL 2025 Entropy-based Exploration Conduction for Multi-step Reasoning ACL 2025 EoT: Evolution of Thoughts for Complex Reasoning Tasks EMNLP 2025 EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning ACL 2025 EquiBench: Benchmarking Large Language Models’ Reasoning about Program Semantics via Equivalence Checking EMNLP 2025 Error Reflection Prompting: Can Large Language Models Successfully Understand Errors? NAACL 2025 EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents ACL 2025 ETRQA: A Comprehensive Benchmark for Evaluating Event Temporal Reasoning Abilities of Large Language Models ACL 2025 Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025 Evaluating In Silico Creativity: An Expert Review of AI Chess Compositions NeurIPS 2025 Evaluating Instructively Generated Statement by Large Language Models for Directional Event Causality Identification ACL 2025 Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025 Evaluating LLM Reasoning in the Operations Research Domain with ORQA AAAI 2025 Evaluating LLMs Across Multi-Cognitive Levels: From Medical Knowledge Mastery to Scenario-Based Problem Solving ICML 2025 Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond EMNLP 2025 EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025 EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025 Examining False Positives under Inference Scaling for Mathematical Reasoning EMNLP 2025 Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks ACL 2025 ExPERT: Modeling Human Behavior Under External Stimuli Aware Personalized MTPP AAAI 2025 Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics EMNLP 2025 ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models ACL 2025 Explicit and Implicit Examinee-Question Relation Exploiting for Efficient Computerized Adaptive Testing AAAI 2025 Explicitly Guided Difficulty-Controllable Visual Question Generation AAAI 2025