supervised fine-tuning

Team Evaluators at SemEval-2026 Task 6: Instruction-Tuned LLMs for Clarity and Evasion Classification in Political Interviews SemEval 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 TEMPLE: Incentivizing Temporal Understanding of Video Large Language Models via Progressive Pre-SFT Alignment AAAI 2026 TexOCR: Advancing Document OCR Models for Compilable Page-to-LaTeX Reconstruction ACL 2026 Thinking in Schemas: Robust Syllogistic Reasoning in LLMs ACL 2026 Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation CVPR 2026 Thinking with Programming Vision: Towards a Unified View for Thinking with Images CVPR 2026 Think in Sentences: Explicit Sentence Boundaries Enhance Language Model’s Capabilities ACL 2026 TInR: Exploring Tool-Internalized Reasoning in Large Language Models ACL 2026 Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data CVPR 2026 Towards Policy-Adaptive Image Guardrail: Benchmark and Method CVPR 2026 Towards Simulating Social Media Users with LLMs: Evaluating the Operational Validity of Conditioned Comment Prediction EACL 2026 Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning CVPR 2026 UFG-Semantic at SemEval-2026 Task 6: CLARITY - Unmasking Political Question Evasions SemEval 2026 Uncovering Temporal Framing in the News ACL 2026 Unleashing VLA Potentials in Autonomous Driving via Explicit Learning from Failures CVPR 2026 Unlocking Implicit Experience: Synthesizing Tool-Use Trajectories from Text ACL 2026 VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision ACL 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 W2W: Language-Model-Based Trajectory Prediction with Reinforcement Learning CVPR 2026 When the Model Said ‘No Comment’, We Knew Helpfulness Was Dead, Honesty Was Alive, and Safety Was Terrified EACL 2026 Why Does Reinforcement Learning Generalize? A Feature-Level Mechanistic Study of Post-Training in Large Language Models ACL 2026 Why Does RL Generalize Better Than SFT? A Data-Centric Perspective on VLM Post-Training CVPR 2026 Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models ACL 2026