preference learning

411 papers

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Also known as

DPO PL

Co-occurring keywords

large language model (12755) reinforcement learning (4122) direct preference optimization (317) reinforcement learning from human feedback (261) language model alignment (142) reward model (251) human feedback (161) reward modeling (159) model alignment (219) human preference (120)

Papers

Enhancing Multimodal Emotion Recognition through ASR Error Compensation and LLM Fine-Tuning INTERSPEECH 2024

The Paradox of Preference: A Study on LLM Alignment Algorithms and Data Acquisition Methods NAACL 2024

Think Before You Duel: Understanding Complexities of Preference Learning under Constrained Resources AISTATS 2024

Aligning Large Language Models by On-Policy Self-Judgment ACL 2024

CURATRON: Complete and Robust Preference Data for Rigorous Alignment of Large Language Models NAACL 2024

Contrastive Preference Learning for Neural Machine Translation NAACL 2024

A Preference-driven Paradigm for Enhanced Translation with Large Language Models NAACL 2024

Learning Populations of Preferences via Pairwise Comparison Queries AISTATS 2024

Continual Multi-Objective Reinforcement Learning via Reward Model Rehearsal IJCAI 2024

SAFETY-J: Evaluating Safety with Critique EMNLP 2024

A General Theoretical Paradigm to Understand Learning from Human Preferences AISTATS 2024

Are U a Joke Master? Pun Generation via Multi-Stage Curriculum Learning towards a Humor LLM ACL 2024

Reward Difference Optimization For Sample Reweighting In Offline RLHF EMNLP 2024

Identifying Copeland Winners in Dueling Bandits with Indifferences AISTATS 2024

Be Helpful but Don’t Talk too Much - Enhancing Helpfulness in Conversations through Relevance in Multi-Turn Emotional Support EMNLP 2024

Direct Preference Optimization with an Offset ACL 2024

Learning GAI-Decomposable Utility Models for Multiattribute Decision Making AAAI 2024

Speechworthy Instruction-tuned Language Models EMNLP 2024

Promptable Behaviors: Personalizing Multi-Objective Rewards from Human Preferences CVPR 2024

LIONs: An Empirically Optimized Approach to Align Language Models EMNLP 2024

Self-Renewal Prompt Optimizing with Implicit Reasoning EMNLP 2024

Preference-based Pure Exploration NIPS 2024

Teaching Language Models to Self-Improve by Learning from Language Feedback ACL 2024

Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets EMNLP 2024

Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024