Chain-of-Thought Reasoning

Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion ACL 2026 Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos CVPR 2026 Leveraging Verifier-Based Reinforcement Learning in Image Editing CVPR 2026 Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning ACL 2026 Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do ACL 2026 MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning ACL 2026 Merlin’s Whisper: Enabling Efficient Reasoning in Large Language Models via Black-box Persuasive Prompting ACL 2026 MindDriver: Introducing Progressive Multimodal Reasoning for Autonomous Driving CVPR 2026 MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation ACL 2026 MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection ACL 2026 Minimal Free Resolution Guided Adaptive Tree Reasoning ACL 2026 MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning ACL 2026 ModusPonens at SemEval-2026 Task 11: Breaking the Plausibility Trap in LLMs via Conflict-Aware Ensembling SemEval 2026 More Thinking, Less Talking: Internalizing Deliberative Safety into LLM Parameters ACL 2026 Not All Queries Need Deep Thought: CoFiCot for Adaptive Coarse-to-fine Stateful Refinement UAI 2026 Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning ACL 2026 OmniVTG: A Large-Scale Dataset and Training Paradigm for Open-World Video Temporal Grounding CVPR 2026 Paradise at SemEval-2026 Task 12: Leveraging Instruction-Tuned Large Language Models with Chain-of-Thought Prompting for Abductive Event Reasoning SemEval 2026 PixDLM: A Dual-Path Multimodal Language Model for UAV Reasoning Segmentation CVPR 2026 PointThinker: Point-Incentivized Parallel Thinking for Multimodal Large Language Model CVPR 2026 Rationale-Enhanced Decoding for Multi-modal Chain-of-Thought CVPR 2026 Re-Align: Structured Reasoning-guided Alignment for In-Context Image Generation and Editing CVPR 2026 Reasoning Fails Where Step Flow Breaks ACL 2026 Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ACL 2026 Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations ACL 2026