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Reasoning

2595 directly classified papers

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Papers

What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning EMNLP 2025

ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025

DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025

An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025

Reason to Rote: Rethinking Memorization in Reasoning EMNLP 2025

TurnBack: A Geospatial Route Cognition Benchmark for Large Language Models through Reverse Route EMNLP 2025

Predicate-Guided Generation for Mathematical Reasoning EMNLP 2025

On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025

Disambiguation in Conversational Question Answering in the Era of LLMs and Agents: A Survey EMNLP 2025

Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs EMNLP 2025

Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025

START: Self-taught Reasoner with Tools EMNLP 2025

Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation? EMNLP 2025

SportReason: Evaluating Retrieval-Augmented Reasoning across Tables and Text for Sports Question Answering EMNLP 2025

Parallel Continuous Chain-of-Thought with Jacobi Iteration EMNLP 2025

Collaborative Rational Speech Act: Pragmatic Reasoning for Multi-Turn Dialog EMNLP 2025

Social Genome: Grounded Social Reasoning Abilities of Multimodal Models EMNLP 2025

DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning EMNLP 2025

Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning EMNLP 2025

Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025

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

RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation EMNLP 2025

Can Large Language Models Win the International Mathematical Games? EMNLP 2025

Vision-and-Language Navigation with Analogical Textual Descriptions in LLMs EMNLP 2025

s1: Simple test-time scaling EMNLP 2025