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Reasoning

2595 directly classified papers

Papers per year

Papers

LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models EMNLP 2025

Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025

PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving EMNLP 2025

Semantic Inversion, Identical Replies: Revisiting Negation Blindness in Large Language Models EMNLP 2025

Puzzled by Puzzles: When Vision-Language Models Can’t Take a Hint EMNLP 2025

Seeing Culture: A Benchmark for Visual Reasoning and Grounding EMNLP 2025

Dyve: Thinking Fast and Slow for Dynamic Process Verification EMNLP 2025

TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025

Internal Chain-of-Thought: Empirical Evidence for Layer‐wise Subtask Scheduling in LLMs EMNLP 2025

FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025

Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP 2025

Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025

Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching EMNLP 2025

Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates EMNLP 2025

Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs EMNLP 2025

Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025

TactfulToM: Do LLMs have the Theory of Mind ability to understand White Lies? EMNLP 2025

ReSeeding Latent States for Sequential Language Understanding EMNLP 2025

Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025

HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance EMNLP 2025

How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison EMNLP 2025

Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making EMNLP 2025

Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models EMNLP 2025

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

KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025