Chain-of-Thought Reasoning

Recurrent Reasoning with Vision-Language Models for Estimating Long-Horizon Embodied Task Progress CVPR 2026 ReEfBench: Quantifying the Reasoning Efficiency of LLMs ACL 2026 Reinforcing Structured Chain-of-Thought for Video Understanding CVPR 2026 Reinforcing Video Object Segmentation to Think before it Segments CVPR 2026 ReList: A Multi-objective Reasoning Framework for Diversified Listwise Query Recommendation ACL 2026 Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning ACL 2026 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 Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization CVPR 2026 RLSeek: Evidence-Grounded Reasoning for RAG Hallucination Detection ACL 2026 Rose-SQL: Role-State Evolution Guided Structured Reasoning for Multi-Turn Text-to-SQL ACL 2026 SeLaR: Selective Latent Reasoning in Large Language Models ACL 2026 Self-Reflective Generation at Test Time ACL 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 SMARTTalk: Teaching SMART Logs to Talk to LLMs OSDI 2026 Spec-o3: A Tool-Augmented Vision-Language Agent for Rare Celestial Object Candidate Vetting via Automated Spectral Inspection ACL 2026 SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks ACL 2026 Step-GRPO: Internalizing Dynamic Early Exit for Efficient Reasoning ACL 2026 Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning ACL 2026 Team hugang11 at SemEval-2026 Task 1, Subtask A (Chinese): A CoT-SFT, Teacher-Constructed DPO, and Deterministic Post-processing Pipeline for Humor Generation SemEval 2026 TeleAI at SemEval-2026 Task 6: A Confidence-Aware Multi-Stage Reasoning Framework with Chain-of-Thought SemEval 2026 TFB at SemEval-2026 Task 4: Diagnosing Model Failures in Narrative Understanding SemEval 2026 Think 360deg: Beyond Depth: Evaluating the Width-centric Reasoning Capability of MLLMs CVPR 2026