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Reasoning

2595 directly classified papers

Papers per year

Papers

Examining False Positives under Inference Scaling for Mathematical Reasoning EMNLP 2025

Logic-Regularized Verifier Elicits Reasoning from LLMs ACL 2025

Concise and Organized Perception Facilitates Reasoning in Large Language Models NAACL 2025

Towards Generating Controllable and Solvable Geometry Problem by Leveraging Symbolic Deduction Engine ACL 2025

RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025

First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ACL 2025

NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models NAACL 2025

Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025

FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making EMNLP 2025

Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025

TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning NAACL 2025

Structural Deep Encoding for Table Question Answering ACL 2025

NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks EMNLP 2025

Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025

Lost in the Distance: Large Language Models Struggle to Capture Long-Distance Relational Knowledge NAACL 2025

SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types ACL 2025

Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis ACL 2025

DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025

GuideQ: Framework for Guided Questioning for progressive informational collection and classification NAACL 2025

SMART: Self-Aware Agent for Tool Overuse Mitigation ACL 2025

Idola Tribus of AI: Large Language Models tend to perceive order where none exists EMNLP 2025

BAR: A Backward Reasoning based Agent for Complex Minecraft Tasks ACL 2025

MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains NAACL 2025

Express What You See: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension? ACL 2025

SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models CVPR 2025