Preference Learning

What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context ACL 2026 WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback ACL 2026 3D-Properties: Identifying Challenges in DPO and Charting a Path Forward ICLR 2025 AbsVis – Benchmarking How Humans and Vision-Language Models “See” Abstract Concepts in Images EMNLP 2025 Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment ACL 2025 Aligning Large Language Models with Implicit Preferences from User-Generated Content ACL 2025 Atyaephyra at SemEval-2025 Task 4: Low-Rank Negative Preference Optimization SemEval 2025 CheXalign: Preference fine-tuning in chest X-ray interpretation models without human feedback ACL 2025 Counterspeech the ultimate shield! Multi-Conditioned Counterspeech Generation through Attributed Prefix Learning ACL 2025 EAGLE: Expert-Guided Self-Enhancement for Preference Alignment in Pathology Large Vision-Language Model ACL 2025 Image Difference Captioning via Adversarial Preference Optimization EMNLP 2025 Personal Travel Solver: A Preference-Driven LLM-Solver System for Travel Planning ACL 2025 POIL:Preference Optimization for Imitation Learning ACML 2025 SeRA: Self-Reviewing and Alignment of LLMs using Implicit Reward Margins ICLR 2025 SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters ICLR 2025 TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees ICLR 2025 Universal Preference-Score-based Pairwise Speech Quality Assessment Interspeech 2025 Be Helpful but Don’t Talk too Much - Enhancing Helpfulness in Conversations through Relevance in Multi-Turn Emotional Support EMNLP 2024 Improving Attributed Text Generation of Large Language Models via Preference Learning ACL 2024 Margin Matching Preference Optimization: Enhanced Model Alignment with Granular Feedback EMNLP 2024 Model-based Preference Optimization in Abstractive Summarization without Human Feedback EMNLP 2024 TOREE: Evaluating Topic Relevance of Student Essays for Chinese Primary and Middle School Education ACL 2024 Adversarial Imitation Learning with Preferences ICLR 2023