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Reasoning

2595 directly classified papers

Papers per year

Papers

ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models EMNLP 2025
Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025
GuessingGame: Measuring the Informativeness of Open-Ended Questions in Large Language Models EMNLP 2025
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery EMNLP 2025
Mapping the Minds of LLMs: A Graph-Based Analysis of Reasoning LLMs EMNLP 2025
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models EMNLP 2025
Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference EMNLP 2025
Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld’s Episode Theory EMNLP 2025
Combining Constrained and Unconstrained Decoding via Boosting: BoostCD and Its Application to Information Extraction EMNLP 2025
Beyond Demographics: Enhancing Cultural Value Survey Simulation with Multi-Stage Personality-Driven Cognitive Reasoning EMNLP 2025
DARR: A Dual-Branch Arithmetic Regression Reasoning Framework for Solving Machine Number Reasoning AAAI 2025
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025
Multi-Document Event Extraction Using Large and Small Language Models EMNLP 2025
Path Drift in Large Reasoning Models: How First-Person Commitments Override Safety EMNLP 2025
MuseScorer: Idea Originality Scoring At Scale EMNLP 2025
RaDeR: Reasoning-aware Dense Retrieval Models EMNLP 2025
Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025
MR. Judge: Multimodal Reasoner as a Judge EMNLP 2025
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025
s1: Simple test-time scaling EMNLP 2025
AcT2I: Evaluating and Improving Action Depiction in Text-to-Image Models EMNLP 2025
DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning EMNLP 2025
PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving EMNLP 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025
Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning ACL 2025