Understanding Reference Policies in Direct Preference Optimization

Understanding Reference Policies in Direct Preference Optimization

18 July 2024

Arman Cohan

Papers citing "Understanding Reference Policies in Direct Preference Optimization"

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Title
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model Junshu Pan Wei Shen Shulin Huang Qiji Zhou Yue Zhang 69 0 0 22 Apr 2025
SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters Teng Xiao Yige Yuan Z. Chen Mingxiao Li Shangsong Liang Z. Ren V. Honavar 84 5 0 21 Feb 2025
Preference Learning Algorithms Do Not Learn Preference Rankings Angelica Chen Sadhika Malladi Lily H. Zhang Xinyi Chen Qiuyi Zhang Rajesh Ranganath Kyunghyun Cho 20 18 0 29 May 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Classical Structured Prediction Losses for Sequence to Sequence Learning Sergey Edunov Myle Ott Michael Auli David Grangier MarcÁurelio Ranzato AIMat 34 185 0 14 Nov 2017