preference optimization

273 papers

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Also known as

ACPO RPO MMPO ORPO KTO DPO SPO PO

Co-occurring keywords

large language model (12755) direct preference optimization (317) reinforcement learning (4122) reinforcement learning from human feedback (261) model alignment (219) language model alignment (142) language model (4573) supervised fine-tuning (310) reward model (251) preference learning (411)

Papers

Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025

MagicID: Hybrid Preference Optimization for ID-Consistent and Dynamic-Preserved Video Customization ICCV 2025

Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025

Rationalize and Align: Enhancing Writing Assistance with Rationale via Self-Training for Improved Alignment ACL 2025

The Fellowship of the LLMs: Multi-Model Workflows for Synthetic Preference Optimization Dataset Generation ACL 2025

Sakura at SemEval-2025 Task 2: Enhancing Named Entity Translation with Fine-Tuning and Preference Optimization ACL 2025

Forward KL Regularized Preference Optimization for Aligning Diffusion Policies AAAI 2025

Little Giants: Synthesizing High-Quality Embedding Data at Scale NAACL 2025

Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD EMNLP 2025

Two Heads Are Better Than One: Dual-Model Verbal Reflection at Inference-Time EMNLP 2025

Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization EMNLP 2025

Weights-Rotated Preference Optimization for Large Language Models EMNLP 2025

Think-Search-Patch: A Retrieval-Augmented Reasoning Framework for Repository-Level Code Repair EMNLP 2025

Exploring the Generalizability of Factual Hallucination Mitigation via Enhancing Precise Knowledge Utilization EMNLP 2025

Cross-Cultural Transfer of Commonsense Reasoning in LLMs: Evidence from the Arab World EMNLP 2025

Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs EMNLP 2025

Beyond Binary Preferences: Semi-Online Label-Free GRACE-KTO with Group-Wise Adaptive Calibration for High-Quality Long-Text Generation EMNLP 2025

MidPO: Dual Preference Optimization for Safety and Helpfulness in Large Language Models via a Mixture of Experts Framework EMNLP 2025

Adaptive Preference Optimization with Uncertainty-aware Utility Anchor EMNLP 2025

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation EMNLP 2025

DecoupledESC: Enhancing Emotional Support Generation via Strategy-Response Decoupled Preference Optimization EMNLP 2025

Perspective-driven Preference Optimization with Entropy Maximization for Diverse Argument Generation EMNLP 2025

HEAL: A Hypothesis-Based Preference-Aware Analysis Framework EMNLP 2025

Advancing Language Models through Instruction Tuning: Recent Progress and Challenges EMNLP 2025

ReAlign: Structured Revision for Small Language Model Alignment EMNLP 2025