Chain-of-Thought Reasoning

Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models CVPR 2026 Think Better, Not Longer: Token-Level Marginal Utility for Efficient Reasoning in Large Reasoning Models ACL 2026 Think Faster Than Words: Efficient LLM Chain-of-Thought Reasoning via Dynamic Shortcut Decoding ACL 2026 ThinkGen: Generalized Thinking for Visual Generation CVPR 2026 Thinking-Based Non-Thinking: Solving the Reward Hacking Problem in Training Hybrid Reasoning Models via Reinforcement Learning ACL 2026 Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models CVPR 2026 Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation CVPR 2026 Think Less, Code Better: Probing When Chain-of-Thought Hurts and How to Route Around It ACL 2026 Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning ACL 2026 Think-Then-Generate: Structural Chain-of-Thought Reasoning for Consistent 3D Generation CVPR 2026 Tight Sample Complexity of Transformers COLT 2026 Token-Level Policy Optimization: Linking Group-Level Rewards to Token-Level Aggregation via sequence-level likelihood ACL 2026 Too Long, Do Re-weighting for Efficient LLM Reasoning Compression ACL 2026 To Think or Not to Think: The Hidden Cost of Meta-Training with Excessive CoT Examples ACL 2026 Training LLMs for Divide-and-Conquer Reasoning Elevates Test-Time Scalability ACL 2026 TRM-VLA: Temporal-Aware Chain-of-Thought Reasoning and Memorization for Vision-Language-Action Models CVPR 2026 ttda704 at SemEval-2026 Task 6: Structured Chain-of-Thought Prompting for Political Evasion Detection SemEval 2026 Unifying Perception and Action: A Hybrid-Modality Pipeline with Implicit Visual Chain-of-Thought for Robotic Action Generation CVPR 2026 UniT: Unified Multimodal Chain-of-Thought Test-time Scaling CVPR 2026 UniVerse: Empower Unified Generation with Reasoning and Knowledge CVPR 2026 VerbaNexAI at SemEval-2026 Task 5: Few-Shot Chain-of-Thought with Selective Self-Consistency and Isotonic Calibration for Word Sense Plausibility Rating SemEval 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice CVPR 2026 Video-CoE: Reinforcing Video Event Prediction via Chain of Events CVPR 2026 VideoCoF: Unified Video Editing with Temporal Reasoner CVPR 2026 VideoRealBench: A Chain-of-Thought Realism Evaluation Benchmark for Generated Human-Centric Videos CVPR 2026