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Reasoning

2595 directly classified papers

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Papers

Removal of Hallucination on Hallucination: Debate-Augmented RAG ACL 2025

Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025

EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025

PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning ACL 2025

The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025

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

EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025

Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions ACL 2025

Hierarchical Attention Generates Better Proofs ACL 2025

Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs ACL 2025

Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning ACL 2025

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

Interactive and Expressive Code-Augmented Planning with Large Language Models ACL 2025

Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference ACL 2025

Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025

The Essence of Contextual Understanding in Theory of Mind: A Study on Question Answering with Story Characters ACL 2025

STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and Beyond ACL 2025

Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025

Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions ACL 2025

Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025

Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025

STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025

FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025

Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective ACL 2025

Thought calibration: Efficient and confident test-time scaling EMNLP 2025