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Reasoning

2595 directly classified papers

Papers per year

Papers

PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025
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
Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025
Confidence-guided Refinement Reasoning for Zero-shot Question Answering EMNLP 2025
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025
Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025
RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation 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
WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025
Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations EMNLP 2025
Predicate-Guided Generation for Mathematical Reasoning EMNLP 2025
ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering 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
Language models can learn implicit multi-hop reasoning, but only if they have lots of training data EMNLP 2025
PRISM: Efficient Long-Range Reasoning With Short-Context LLMs EMNLP 2025
SPaRC: A Spatial Pathfinding Reasoning Challenge EMNLP 2025
DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025
On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025
Probing Logical Reasoning of MLLMs in Scientific Diagrams EMNLP 2025
Can Vision-Language Models Solve Visual Math Equations? EMNLP 2025
Curriculum Abductive Learning for Mitigating Reasoning Shortcuts IJCAI 2025