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language model alignment

166 papers

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reinforcement learning from human feedback (58) large language model (52) direct preference optimization (45) preference optimization (31) reinforcement learning (31) reward model (29) preference learning (29) model alignment (25) reward modeling (23) language model (19)

Papers

Language Models Resist Alignment: Evidence From Data Compression ACL 2025 LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025 LiPO: Listwise Preference Optimization through Learning-to-Rank NAACL 2025 Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment ICLR 2025 MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions ICLR 2025 Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge EMNLP 2025 MPPO: Multi Pair-wise Preference Optimization for LLMs with Arbitrary Negative Samples COLING 2025 MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ACL 2025 No Preference Left Behind: Group Distributional Preference Optimization ICLR 2025 OpenRLHF: A Ray-based Easy-to-use, Scalable and High-performance RLHF Framework EMNLP 2025 PERSONA: A Reproducible Testbed for Pluralistic Alignment COLING 2025 PLLuM-Align: Polish Preference Dataset for Large Language Model Alignment EMNLP 2025 Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models AAAI 2025 RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization ICLR 2025 ReAlign: Structured Revision for Small Language Model Alignment EMNLP 2025 RED: Unleashing Token-Level Rewards from Holistic Feedback via Reward Redistribution EMNLP 2025 Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment NAACL 2025 RewardBench: Evaluating Reward Models for Language Modeling NAACL 2025 Reward Generalization in RLHF: A Topological Perspective ACL 2025 Reward Model Perspectives: Whose Opinions Do Reward Models Reward? EMNLP 2025 RLKGF: Reinforcement Learning from Knowledge Graph Feedback Without Human Annotations ACL 2025 RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style ICLR 2025 Self-Play Preference Optimization for Language Model Alignment ICLR 2025 SGDPO: Self-Guided Direct Preference Optimization for Language Model Alignment ACL 2025 SPO: Self Preference Optimization with Self Regularization EMNLP 2025