supervised fine-tuning

World in a Frame: Understanding Culture Mixing as a New Challenge for Vision-Language Models CVPR 2026 Writing-RL: Advancing Long-form Writing via Adaptive Curriculum Reinforcement Learning ACL 2026 WSDPO: A Generative Word Sense Disambiguation Framework with Chain-of-Thought and Preference Optimization ACL 2026 YNU-HPCC at SemEval-2026 Task 6: Hierarchical Taxonomy Prompting and CoT Distillation for Political Clarity Classification SemEval 2026 𝒜3: Automatic Alignment Framework for Attributed Text Generation ACL 2025 AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling ACL 2025 A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025 Advancing Language Models through Instruction Tuning: Recent Progress and Challenges EMNLP 2025 Advancing LLM Reasoning Generalists with Preference Trees ICLR 2025 Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages ICLR 2025 Aligning Language Models with Demonstrated Feedback ICLR 2025 Aligning LLMs with Individual Preferences via Interaction COLING 2025 A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment ACL 2025 Amuro & Char: Analyzing the Relationship between Pre-Training and Fine-Tuning of Large Language Models NAACL 2025 Anak Baik: A Low-Cost Approach to Curate Indonesian Ethical and Unethical Instructions COLING 2025 Analyzing the Effects of Supervised Fine-Tuning on Model Knowledge from Token and Parameter Levels EMNLP 2025 Analyzing the Rapid Generalization of SFT via the Perspective of Attention Head Activation Patterns ACL 2025 As Simple as Fine-tuning: LLM Alignment via Bidirectional Negative Feedback Loss ICLR 2025 A Survey of Post-Training Scaling in Large Language Models ACL 2025 ATLANTIS: Weak-to-Strong Learning via Importance Sampling ACL 2025 Automatically Generating Numerous Context-Driven SFT Data for LLMs Across Diverse Granularity AAAI 2025 Balancing the Budget: Understanding Trade-offs Between Supervised and Preference-Based Finetuning ACL 2025 Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models ICLR 2025 BIG5-CHAT: Shaping LLM Personalities Through Training on Human-Grounded Data ACL 2025 BLCU-ICALL at BEA 2025 Shared Task: Multi-Strategy Evaluation of AI Tutors ACL 2025