chain-of-thought reasoning

Revealing Procedural Reasoning Structures in Chain-of-Thought Training via Span-Level Gradient Organization ACL 2026 Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs ACL 2026 Revisiting the Data Sampling in Multimodal Post-training from a Difficulty-Distinguish View AAAI 2026 Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization CVPR 2026 RLSeek: Evidence-Grounded Reasoning for RAG Hallucination Detection ACL 2026 RoadSceneVQA: Benchmarking Visual Question Answering in Roadside Perception Systems for Intelligent Transportation System AAAI 2026 Rose-SQL: Role-State Evolution Guided Structured Reasoning for Multi-Turn Text-to-SQL ACL 2026 SABER: Switchable and Balanced Training for Efficient LLM Reasoning AAAI 2026 SatireDecoder: Visual Cascaded Decoupling for Enhancing Satirical Image Comprehension AAAI 2026 Scaling Spatial Intelligence with Multimodal Foundation Models CVPR 2026 See It, Say It, Sorted: An Iterative Training-Free Framework for Visually-Grounded Multimodal Reasoning in LVLMs CVPR 2026 Self-SoftCoT: A Self-Consistent Framework via Position-Aware Latent Space Reinforcement Learning ACL 2026 Shanks: Simultaneous Hearing and Thinking for Spoken Language Models ACL 2026 Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning CVPR 2026 SocialNav: Training Human-Inspired Foundation Model for Socially-Aware Embodied Navigation CVPR 2026 SpatialReward: Verifiable Spatial Reward Modeling for Fine-Grained Spatial Consistency in Text-to-Image Generation CVPR 2026 Spec-o3: A Tool-Augmented Vision-Language Agent for Rare Celestial Object Candidate Vetting via Automated Spectral Inspection ACL 2026 SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation ACL 2026 SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks ACL 2026 STaR: Sensitive Trajectory Regulation for Unlearning in Large Reasoning Models AAAI 2026 STELAR-VISION: Self-Topology-Aware Efficient Learning for Aligned Reasoning in Vision AAAI 2026 Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning ACL 2026 ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026 SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark CVPR 2026 TCoT: Trajectory Chain-of-Thoughts for Robotic Manipulation with Failure Recovery in Vision-Language-Action Model AAAI 2026