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Reasoning

2595 directly classified papers

Papers per year

Papers

PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models ACL 2025

Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles ACL 2025

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

InspireDebate: Multi-Dimensional Subjective-Objective Evaluation-Guided Reasoning and Optimization for Debating ACL 2025

FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025

Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models ACL 2025

Temporal reasoning for timeline summarisation in social media ACL 2025

DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process ACL 2025

Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs ACL 2025

𝛿-Stance: A Large-Scale Real World Dataset of Stances in Legal Argumentation ACL 2025

Theory of Mind in Large Language Models: Assessment and Enhancement ACL 2025

Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model ACL 2025

Logic-Regularized Verifier Elicits Reasoning from LLMs ACL 2025

Towards Generating Controllable and Solvable Geometry Problem by Leveraging Symbolic Deduction Engine ACL 2025

First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ACL 2025

Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025

Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025

Structural Deep Encoding for Table Question Answering ACL 2025

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

SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types ACL 2025

DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025

SMART: Self-Aware Agent for Tool Overuse Mitigation ACL 2025

BAR: A Backward Reasoning based Agent for Complex Minecraft Tasks ACL 2025

Express What You See: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension? ACL 2025

MuseScorer: Idea Originality Scoring At Scale EMNLP 2025