reward modeling

A Multi-Task Embedder For Retrieval Augmented LLMs ACL 2024 ARGS: Alignment as Reward-Guided Search ICLR 2024 Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization ACL 2024 BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling NeurIPS 2024 Catastrophic Goodhart: regularizing RLHF with KL divergence does not mitigate heavy-tailed reward misspecification NeurIPS 2024 Confronting Reward Model Overoptimization with Constrained RLHF ICLR 2024 Detecting and Preventing Hallucinations in Large Vision Language Models AAAI 2024 Direct Preference Optimization with an Offset ACL 2024 DMoERM: Recipes of Mixture-of-Experts for Effective Reward Modeling ACL 2024 DogeRM: Equipping Reward Models with Domain Knowledge through Model Merging EMNLP 2024 Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations ICML 2024 Don’t Forget Your Reward Values: Language Model Alignment via Value-based Calibration EMNLP 2024 e-Health CSIRO at RRG24: Entropy-Augmented Self-Critical Sequence Training for Radiology Report Generation ACL 2024 Enhancing Reinforcement Learning with Dense Rewards from Language Model Critic EMNLP 2024 Enhancing Reinforcement Learning with Label-Sensitive Reward for Natural Language Understanding ACL 2024 Explore 3D Dance Generation via Reward Model from Automatically-Ranked Demonstrations AAAI 2024 Fine-Tuning Large Language Model Based Explainable Recommendation with Explainable Quality Reward AAAI 2024 Global Reward to Local Rewards: Multimodal-Guided Decomposition for Improving Dialogue Agents EMNLP 2024 HarmonyDream: Task Harmonization Inside World Models ICML 2024 HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM NAACL 2024 Improving Context-Aware Preference Modeling for Language Models NeurIPS 2024 Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning EMNLP 2024 InfoRM: Mitigating Reward Hacking in RLHF via Information-Theoretic Reward Modeling NeurIPS 2024 Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts EMNLP 2024 KAUCUS - Knowledgeable User Simulators for Training Large Language Models EACL 2024