preference optimization

Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training ICLR 2025 Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025 Learning to Plan & Reason for Evaluation with Thinking-LLM-as-a-Judge ICML 2025 Learning to Reason via Self-Iterative Process Feedback for Small Language Models COLING 2025 Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits EMNLP 2025 LiPO: Listwise Preference Optimization through Learning-to-Rank NAACL 2025 Little Giants: Synthesizing High-Quality Embedding Data at Scale NAACL 2025 LOGO — Long cOntext aliGnment via efficient preference Optimization ICML 2025 LogRules: Enhancing Log Analysis Capability of Large Language Models through Rules NAACL 2025 LoGU: Long-form Generation with Uncertainty Expressions ACL 2025 LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization ICLR 2025 LPOI: Listwise Preference Optimization for Vision Language Models ACL 2025 MagicID: Hybrid Preference Optimization for ID-Consistent and Dynamic-Preserved Video Customization ICCV 2025 Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment ICLR 2025 Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation ACL 2025 MidPO: Dual Preference Optimization for Safety and Helpfulness in Large Language Models via a Mixture of Experts Framework EMNLP 2025 Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs EMNLP 2025 Mitigating Hallucinated Translations in Large Language Models with Hallucination-focused Preference Optimization NAACL 2025 Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization EMNLP 2025 Modality-Fair Preference Optimization for Trustworthy MLLM Alignment IJCAI 2025 Multimodal LLMs as Customized Reward Models for Text-to-Image Generation ICCV 2025 MuSC: Improving Complex Instruction Following with Multi-granularity Self-Contrastive Training ACL 2025 Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025 Mutual-Taught for Co-adapting Policy and Reward Models ACL 2025 No Preference Left Behind: Group Distributional Preference Optimization ICLR 2025