Reasoning

ReAct Meets Industrial IoT: Language Agents for Data Access EMNLP 2025 Read Your Own Mind: Reasoning Helps Surface Self-Confidence Signals in LLMs EMNLP 2025 ReAL-AD: Towards Human-Like Reasoning in End-to-End Autonomous Driving ICCV 2025 Real-Time Out-of-Distribution Failure Prevention via Multi-Modal Reasoning CoRL 2025 ReasonGraph: Visualization of Reasoning Methods and Extended Inference Paths ACL 2025 Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment ICML 2025 Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025 Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach CVPR 2025 Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025 Reasoning Knowledge Filter for Logical Table-to-Text Generation COLING 2025 Reasoning Limitations of Multimodal Large Language Models. A case study of Bongard Problems ICML 2025 Reasoning Mamba: Hypergraph-Guided Region Relation Calculating for Weakly Supervised Affordance Grounding CVPR 2025 Reasoning Models Reason Well, Until They Don’t IJCNLP 2025 Reasoning over Uncertain Text by Generative Large Language Models AAAI 2025 Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation ICML 2025 Reasoning to Attend: Try to Understand How <SEG> Token Works CVPR 2025 Reasoning under Uncertainty: Efficient LLM Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling EMNLP 2025 ReasoningWeekly: A General Knowledge and Verbal Reasoning Challenge for Large Language Models IJCNLP 2025 ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025 ReasonPlan: Unified Scene Prediction and Decision Reasoning for Closed-loop Autonomous Driving CoRL 2025 Reason to Rote: Rethinking Memorization in Reasoning EMNLP 2025 Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? IJCNLP 2025 ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization EMNLP 2025 ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection EMNLP 2025 Reflection-Bench: Evaluating Epistemic Agency in Large Language Models ICML 2025