preference learning

IndoPref: A Multi-Domain Pairwise Preference Dataset for Indonesian IJCNLP 2025 InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications EMNLP 2025 InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model ACL 2025 Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning ICLR 2025 LaMDAgent: An Autonomous Framework for Post-Training Pipeline Optimization via LLM Agents EMNLP 2025 Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025 Larger or Smaller Reward Margins to Select Preferences for LLM Alignment? ICML 2025 LCES: Zero-shot Automated Essay Scoring via Pairwise Comparisons Using Large Language Models EMNLP 2025 Learning LLM Preference over Intra-Dialogue Pairs: A Framework for Utterance-level Understandings NAACL 2025 Learning to Summarize from LLM-generated Feedback NAACL 2025 Less Is More: Adaptive Program Repair with Bug Localization and Preference Learning AAAI 2025 Leveraging Human Input to Enable Robust, Interactive, and Aligned AI Systems AAAI 2025 LLaVA-Critic: Learning to Evaluate Multimodal Models CVPR 2025 LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience EMNLP 2025 LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests EMNLP 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization ACL 2025 Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization ACL 2025 Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025 MLLM as Retriever: Interactively Learning Multimodal Retrieval for Embodied Agents ICLR 2025 Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions ICLR 2025 Modeling the One-to-Many Property in Open-Domain Dialogue with LLMs ACL 2025 MPO: Multilingual Safety Alignment via Reward Gap Optimization ACL 2025 M-RewardBench: Evaluating Reward Models in Multilingual Settings ACL 2025 MuCAL: Contrastive Alignment for Preference-Driven KG-to-Text Generation EMNLP 2025