supervised fine-tuning

GenBreak: Red Teaming Text-to-Image Generation Using Large Language Models CVPR 2026 GenProve: Learning to Generate Text with Fine-Grained Provenance ACL 2026 GeoRA: Geometry-Aware Low-Rank Adaptation for RLVR ACL 2026 Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning ACL 2026 HiSpatial: Taming Hierarchical 3D Spatial Understanding in Vision-Language Models CVPR 2026 How Much Would a Clinician Edit This Draft? Evaluating LLM Alignment for Patient Message Response Drafting ACL 2026 How multilingual are multilingual LLMs? A case study in Northern Sámi-Finnish Translation EACL 2026 How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study ACL 2026 How to Train a Real-World Silicon Concierge? Internalizing Complex Business Workflow to Only OneModel ACL 2026 Incentivizing Strong Reasoning from Weak Supervision EACL 2026 InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning ACL 2026 Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation ACL 2026 IntroSVG: Learning from Rendering Feedback for Text-to-SVG Generation via an Introspective Generator-Critic Framework CVPR 2026 Investigating Cross-Modal Skill Injection: Scenarios, Methods, and Hyperparameters ACL 2026 JoPPO: Hierarchical Photography Assessment via Contrastive Joint Conditional Probabilistic Reinforcement Learning CVPR 2026 Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation ACL 2026 Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning ACL 2026 Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization ACL 2026 Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ACL 2026 Learning to Reason with Curriculum I: Provable Benefits of Autocurriculum COLT 2026 Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models ACL 2026 LegalDrill: Diagnosis-Driven Synthesis for Legal Reasoning in Small Language Models ACL 2026 Leveraging Verifier-Based Reinforcement Learning in Image Editing CVPR 2026 Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following AAAI 2026 LightReasoner: Can Small Language Models Teach Large Language Models Reasoning? ACL 2026