Reasoning

Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025 MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding ICML 2025 MemeQA: Holistic Evaluation for Meme Understanding ACL 2025 Memorization or Reasoning? Exploring the Idiom Understanding of LLMs EMNLP 2025 Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning ACL 2025 Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ACL 2025 Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025 Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation ICML 2025 MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation EMNLP 2025 Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning ACL 2025 Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning ICLR 2025 Mind the Gap: How BabyLMs Learn Filler-Gap Dependencies EMNLP 2025 Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse ICML 2025 Mind Your Theory: Theory of Mind Goes Deeper Than Reasoning ACL 2025 MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning IJCAI 2025 Missing Target-Relevant Information Prediction with World Model for Accurate Zero-Shot Composed Image Retrieval CVPR 2025 Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering ACL 2025 Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025 MixANT: Observation-dependent Memory Propagation for Stochastic Dense Action Anticipation ICCV 2025 Mixture of insighTful Experts (MoTE): The Synergy of Reasoning Chains and Expert Mixtures in Self-Alignment ACL 2025 MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains NAACL 2025 MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025 MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency ICML 2025 MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025 MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models ACL 2025