reward modeling

Reward Model Perspectives: Whose Opinions Do Reward Models Reward? EMNLP 2025 Scaling Autonomous Agents via Automatic Reward Modeling And Planning ICLR 2025 Self-Generated Critiques Boost Reward Modeling for Language Models NAACL 2025 Sequence to Sequence Reward Modeling: Improving RLHF by Language Feedback AAAI 2025 Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? ACL 2025 SparsePO: Controlling Preference Alignment of LLMs via Sparse Token Masks EMNLP 2025 Super(ficial)-alignment: Strong Models May Deceive Weak Models in Weak-to-Strong Generalization ICLR 2025 SynthesizeMe! Inducing Persona-Guided Prompts for Personalized Reward Models in LLMs ACL 2025 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 The Distributional Reward Critic Framework for Reinforcement Learning Under Perturbed Rewards AAAI 2025 The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems ACL 2025 Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling ACL 2025 Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ACL 2025 Unfamiliar Finetuning Examples Control How Language Models Hallucinate NAACL 2025 Value-Incentivized Preference Optimization: A Unified Approach to Online and Offline RLHF ICLR 2025 VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025 ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025 Visualising Policy-Reward Interplay to Inform Zeroth-Order Preference Optimisation of Large Language Models ACL 2025 VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models ICCV 2025 Abstract Reward Processes: Leveraging State Abstraction for Consistent Off-Policy Evaluation NeurIPS 2024 A General Theoretical Paradigm to Understand Learning from Human Preferences AISTATS 2024 ALaRM: Align Language Models via Hierarchical Rewards Modeling ACL 2024 Aligning as Debiasing: Causality-Aware Alignment via Reinforcement Learning with Interventional Feedback NAACL 2024 Aligning Large Language Models via Fine-grained Supervision ACL 2024 Aligning to Thousands of Preferences via System Message Generalization NeurIPS 2024