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Reasoning

2595 directly classified papers

Papers per year

Papers

LATTE: Learning to Think with Vision Specialists EMNLP 2025

Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025

CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners EMNLP 2025

DEL-ToM: Inference-Time Scaling for Theory-of-Mind Reasoning via Dynamic Epistemic Logic EMNLP 2025

Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus EMNLP 2025

Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025

Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster EMNLP 2025

Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025

ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments EMNLP 2025

VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025

Advancing Oversight Reasoning across Languages for Audit Sycophantic Behaviour via X-Agent EMNLP 2025

CARE: A Disagreement Detection Framework with Concept Alignment and Reasoning Enhancement EMNLP 2025

How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark EMNLP 2025

Do Large Language Models Truly Grasp Addition? A Rule-Focused Diagnostic Using Two-Integer Arithmetic EMNLP 2025

START: Self-taught Reasoner with Tools EMNLP 2025

CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs EMNLP 2025

Thought calibration: Efficient and confident test-time scaling EMNLP 2025

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

Mind the Gap: How BabyLMs Learn Filler-Gap Dependencies EMNLP 2025

ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming EMNLP 2025

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

SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection EMNLP 2025

TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025

LLM-DR: A Novel LLM-Aided Diffusion Model for Rule Generation on Temporal Knowledge Graphs AAAI 2025