supervised fine-tuning

Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ACL 2026 RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services ACL 2026 Reference-Free Schema Generation for Literature Review Tables via Multi-Faceted Rewards ACL 2026 Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models EACL 2026 Rethinking Expert Trajectory Utilization in LLM Post-training for Mathematical Reasoning ACL 2026 ReTRE: Benchmarking LLM Transfer Robustness with Structure-Preserving Variants ACL 2026 Ryze: Evidence-Enriched Data Synthesis from Biomedical Papers ACL 2026 S2D-Align: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation AAAI 2026 Scaling Law for Multimodal Large Language Model Supervised Fine-Tuning ACL 2026 SED-SFT: Selectively Encouraging Diversity in Supervised Fine-Tuning ACL 2026 Select Before Use: On the Importance of Reference Model Selection in Preference Alignment ACL 2026 SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe ACL 2026 ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants ACL 2026 Simulated Students in Tutoring Dialogues: Substance or Illusion? ACL 2026 Skill-Aware Data Selection and Fine-Tuning for Data-Efficient Reasoning Distillation ACL 2026 Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning CVPR 2026 SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence CVPR 2026 SpatialTree: How Spatial Intelligence Branches Out in MLLMs CVPR 2026 ssurface3 at SemEval-2026 Task 3: Efficient Methods for Multilingual Dimensional Aspect-Based Sentiment Analysis SemEval 2026 StaR-KVQA: Structured Reasoning Traces for Implicit-Knowledge Visual Question Answering CVPR 2026 STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CVPR 2026 STRIDE-ED: A Strategy-Grounded Stepwise Reasoning Framework for Empathetic Dialogue Systems ACL 2026 Tailored Primitive Initialization is the Secret Key to Reinforcement Learning ACL 2026 TEA-Bench: A Systematic Benchmarking of Tool-enhanced Emotional Support Dialogue Agent ACL 2026 Teaching Language Models to Check Grounded Claim Factuality with Human Test-Taking Strategies ACL 2026