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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

Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation ACL 2025 Bootstrapping Language Models with DPO Implicit Rewards ICLR 2025 Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization ICLR 2025 Cognitive Feedback: Decoding Human Feedback from Cognitive Signals EMNLP 2025 Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization ACL 2025 Context-DPO: Aligning Language Models for Context-Faithfulness ACL 2025 Correcting the Mythos of KL-Regularization: Direct Alignment without Overoptimization via Chi-Squared Preference Optimization ICLR 2025 DCRM: A Heuristic to Measure Response Pair Quality in Preference Optimization EMNLP 2025 Deontological Keyword Bias: The Impact of Modal Expressions on Normative Judgments of Language Models ACL 2025 DiffPO: Diffusion-styled Preference Optimization for Inference Time Alignment of Large Language Models ACL 2025 Diverse Preference Learning for Capabilities and Alignment ICLR 2025 DORM: Preference Data Weights Optimization for Reward Modeling in LLM Alignment 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 Foot-In-The-Door: A Multi-turn Jailbreak for LLMs EMNLP 2025 FRACTAL: Fine-Grained Scoring from Aggregate Text Labels ACL 2025 From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment ACL 2025 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025 HEAL: A Hypothesis-Based Preference-Aware Analysis Framework EMNLP 2025 Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback ACL 2025 Improving Reward Models with Synthetic Critiques NAACL 2025 InfAlign: Inference-aware language model alignment ICML 2025 InsBank: Evolving Instruction Subset for Ongoing Alignment EMNLP 2025 Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025 IPO: Your Language Model is Secretly a Preference Classifier ACL 2025