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preference modeling

103 papers

Papers

Bias Fitting to Mitigate Length Bias of Reward Model in RLHF ACL 2026 GEM: Generative Entropy-Guided Preference Modeling for Few-Shot Alignment of LLMs AAAI 2026 GRAVITY: A Framework for Personalized Text Generation via Profile-Grounded Synthetic Preferences EACL 2026 lmfaoooo at SemEval-2026 Task 1: Humor Is an Audience. Preference Modeling for Constrained Humor Generation SemEval 2026 Quantifying the Potential to Escape Filter Bubbles: A Behavior-Aware Measure via Contrastive Simulation AAAI 2026 QueryAligner: Customizing User Query to Match LLMs Preferences for Better Intent Recognition AAAI 2026 ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework ACL 2026 SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026 SparseRM: A Lightweight Preference Modeling with Sparse Autoencoder AAAI 2026 Think-J: Learning to Think for Generative LLM-as-a-Judge AAAI 2026 Are LLMs (Really) Ideological? An IRT-based Analysis and Alignment Tool for Perceived Socio-Economic Bias in LLMs ACL 2025 A Text-Based Recommender System that Leverages Explicit Affective State Preferences EMNLP 2025 Beyond Excess and Deficiency: Adaptive Length Bias Mitigation in Reward Models for RLHF NAACL 2025 Can Language Models Reason about Individualistic Human Values and Preferences? ACL 2025 Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models ACL 2025 CARTS: Advancing Neural Theorem Proving with Diversified Tactic Calibration and Bias-Resistant Tree Search ICLR 2025 Chain of Strategy Optimization Makes Large Language Models Better Emotional Supporter EMNLP 2025 Checking Consistency of CP-Theory Preferences in Polynomial Time AAAI 2025 Counterfactual Task-augmented Meta-learning for Cold-start Sequential Recommendation AAAI 2025 Decision-Aware Preference Modeling for Multi-Behavior Recommendation IJCAI 2025 Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward NAACL 2025 Disentangled Modeling of Preferences and Social Influence for Group Recommendation AAAI 2025 Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment ICLR 2025 HAF-RM: A Hybrid Alignment Framework for Reward Model Training ACL 2025 HPSv3: Towards Wide-Spectrum Human Preference Score ICCV 2025