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Reasoning

2595 directly classified papers

Papers per year

Papers

FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks EMNLP 2025

Quantifying Logical Consistency in Transformers via Query-Key Alignment EMNLP 2025

MASA: LLM-Driven Multi-Agent Systems for Autoformalization EMNLP 2025

A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025

TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications EMNLP 2025

Safety in Large Reasoning Models: A Survey EMNLP 2025

LexTime: A Benchmark for Temporal Ordering of Legal Events EMNLP 2025

How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts? EMNLP 2025

MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation EMNLP 2025

HW-TSC’s Submissions to the WMT 2025 Segment-level Quality Score Prediction Task EMNLP 2025

Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025

Debate-to-Write: A Persona-Driven Multi-Agent Framework for Diverse Argument Generation COLING 2025

Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions ACL 2025

Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025

Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025

Pragmatic Theories Enhance Understanding of Implied Meanings in LLMs IJCNLP 2025

Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025

CaLQuest.PT: Towards the Collection and Evaluation of Natural Causal Ladder Questions in Portuguese for AI Agents COLING 2025

STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025

Initial Models and Serialisability in Abstract Dialectical Frameworks IJCAI 2025

FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025

LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG ACL 2025

Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective ACL 2025

Emergent Wisdom at BEA 2025 Shared Task: From Lexical Understanding to Reflective Reasoning for Pedagogical Ability Assessment ACL 2025