chain-of-thought reasoning

TRM-VLA: Temporal-Aware Chain-of-Thought Reasoning and Memorization for Vision-Language-Action Models CVPR 2026 uir-cis-7 at SemEval-2026 Task 7: Zero-Shot Chain-of-Thought Reasoning for Cross-Cultural Daily Knowledge SemEval 2026 uir-cis at SemEval-2026 Task 12: Mitigating Prior-Induced Hallucinations in Retrieval-Augmented Reasoning via Precision-Oriented Decoding SemEval 2026 U-Mind: A Unified Framework for Real-Time Multimodal Interaction with Audiovisual Generation CVPR 2026 U-MIRAGE: Benchmarking Chain-of-Thought Reasoning for Urdu Medical QA EACL 2026 UniMo: Unified Motion Generation and Understanding with Chain of Thought AAAI 2026 UniT: Unified Multimodal Chain-of-Thought Test-time Scaling CVPR 2026 Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention ACL 2026 VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision ACL 2026 Venus: Benchmarking and Empowering Multimodal Large Language Models for Aesthetic Guidance and Cropping CVPR 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice 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 ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking CVPR 2026 Visual-Aware CoT: Achieving High-Fidelity Visual Consistency in Unified Models CVPR 2026 VRAgent-R1: Boosting Video Recommendation with MLLM-based Agents via Reinforcement Learning AAAI 2026 When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning ACL 2026 111DUT at SemEval-2025 Task 8:Hierarchical Chain-of-Thought Reasoning and Multi-Model Deliberation for Robust TableQA SemEval 2025 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025 A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models EMNLP 2025 AdsQA: Towards Advertisement Video Understanding ICCV 2025 Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025 Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools ACL 2025 AgentPro: Enhancing LLM Agents with Automated Process Supervision EMNLP 2025 AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving EMNLP 2025