direct preference optimization

317 papers

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Also known as

DPO

Co-occurring keywords

large language model (12755) preference optimization (273) reinforcement learning from human feedback (261) preference learning (411) language model alignment (142) supervised fine-tuning (310) model alignment (219) preference alignment (142) reinforcement learning (4122) reward model (251)

Papers

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025

Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG ACL 2025

Investigating and Enhancing the Robustness of Large Multimodal Models Against Temporal Inconsistency ACL 2025

Command-A-Translate: Raising the Bar of Machine Translation with Difficulty Filtering EMNLP 2025

DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization ACL 2025

SDPO: Segment-Level Direct Preference Optimization for Social Agents ACL 2025

Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025

Beyond Task-Oriented and Chitchat Dialogues: Proactive and Transition-Aware Conversational Agents EMNLP 2025

Textual Aesthetics in Large Language Models EMNLP 2025

Teaching Your Models to Understand Code via Focal Preference Alignment EMNLP 2025

Improve LLM-as-a-Judge Ability as a General Ability EMNLP 2025

Process-Supervised Reinforcement Learning for Code Generation EMNLP 2025

Putting People in LLMs’ Shoes: Generating Better Answers via Question Rewriter AAAI 2025

Aligning Language Models Using Follow-up Likelihood as Reward Signal AAAI 2025

Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward NAACL 2025

Instantly Learning Preference Alignment via In-context DPO NAACL 2025

Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? ACL 2025

Rethinking DPO-style Diffusion Aligning Frameworks ICCV 2025

Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025

VideoDPO: Omni-Preference Alignment for Video Diffusion Generation CVPR 2025

PatchDPO: Patch-level DPO for Finetuning-free Personalized Image Generation CVPR 2025

MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ACL 2025

Developing Multimodal Healthcare Foundation Model: From Data-driven to Knowledge-enhanced AAAI 2025

CTR-Guided Generative Query Suggestion in Conversational Search EMNLP 2025

RedHit: Adaptive Red-Teaming of Large Language Models via Search, Reasoning, and Preference Optimization ACL 2025