direct preference optimization

Expectation Preference Optimization: Reliable Preference Estimation for Improving the Reasoning Capability of Large Language Models EMNLP 2025 Exposing Privacy Gaps: Membership Inference Attack on Preference Data for LLM Alignment AISTATS 2025 Finding the Sweet Spot: Preference Data Construction for Scaling Preference Optimization ACL 2025 Fine-tuning Large Language Models for Improving Factuality in Legal Question Answering COLING 2025 FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings ACL 2025 Focused-DPO: Enhancing Code Generation Through Focused Preference Optimization on Error-Prone Points ACL 2025 Font-Agent: Enhancing Font Understanding with Large Language Models CVPR 2025 From Generic Empathy to Personalized Emotional Support: A Self-Evolution Framework for User Preference Alignment EMNLP 2025 Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025 Generalizing Alignment Paradigm of Text-to-Image Generation with Preferences Through f-Divergence Minimization AAAI 2025 Generating Diverse Training Samples for Relation Extraction with Large Language Models ACL 2025 Generating Plausible Distractors for Multiple-Choice Questions via Student Choice Prediction ACL 2025 Goal-Conditioned DPO: Prioritizing Safety in Misaligned Instructions NAACL 2025 Hallucination-Aware Prompt Optimization for Text-to-Video Synthesis IJCAI 2025 Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs ICLR 2025 How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis EMNLP 2025 HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025 Implicit Cross-Lingual Rewarding for Efficient Multilingual Preference Alignment ACL 2025 Improve LLM-as-a-Judge Ability as a General Ability EMNLP 2025 Improve Vision Language Model Chain-of-thought Reasoning ACL 2025 InfoPO: On Mutual Information Maximization for Large Language Model Alignment NAACL 2025 InImageTrans: Multimodal LLM-based Text Image Machine Translation ACL 2025 InPO: Inversion Preference Optimization with Reparametrized DDIM for Efficient Diffusion Model Alignment CVPR 2025 Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks ACL 2025 Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models CVPR 2025