A Survey on Human Preference Learning for Large Language Models

A Survey on Human Preference Learning for Large Language Models

17 June 2024

Zhixuan He

Juntao Li

Tiejun Zhao

Min Zhang

Papers citing "A Survey on Human Preference Learning for Large Language Models"

19 / 19 papers shown

Title
A Survey on Progress in LLM Alignment from the Perspective of Reward Design Miaomiao Ji Yanqiu Wu Zhibin Wu Shoujin Wang Jian Yang Mark Dras Usman Naseem 31 0 0 05 May 2025
LiPO: Listwise Preference Optimization through Learning-to-Rank Tianqi Liu Zhen Qin Junru Wu Jiaming Shen Misha Khalman ... Mohammad Saleh Simon Baumgartner Jialu Liu Peter J. Liu Xuanhui Wang 130 47 0 28 Jan 2025
Don't Forget Your Reward Values: Language Model Alignment via Value-based Calibration Xin Mao Fengming Li Huimin Xu Wei Zhang A. Luu ALM 29 6 0 25 Feb 2024
History, Development, and Principles of Large Language Models-An Introductory Survey Zhibo Chu Shiwen Ni Zichong Wang Xi Feng Min Yang Wenbin Zhang AILaw 25 22 0 10 Feb 2024
A Roadmap to Pluralistic Alignment Taylor Sorensen Jared Moore Jillian R. Fisher Mitchell L. Gordon Niloofar Mireshghallah ... Liwei Jiang Ximing Lu Nouha Dziri Tim Althoff Yejin Choi 62 75 0 07 Feb 2024
KTO: Model Alignment as Prospect Theoretic Optimization Kawin Ethayarajh Winnie Xu Niklas Muennighoff Dan Jurafsky Douwe Kiela 153 437 0 02 Feb 2024
Towards Efficient Exact Optimization of Language Model Alignment Haozhe Ji Cheng Lu Yilin Niu Pei Ke Hongning Wang Jun Zhu Jie Tang Minlie Huang 42 11 0 01 Feb 2024
MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization Shuaijie She Wei Zou Shujian Huang Wenhao Zhu Xiang Liu Xiang Geng Jiajun Chen LRM 41 13 0 12 Jan 2024
Improving Generalization of Alignment with Human Preferences through Group Invariant Learning Rui Zheng Wei Shen Yuan Hua Wenbin Lai Shihan Dou ... Xiao Wang Haoran Huang Tao Gui Qi Zhang Xuanjing Huang 49 9 0 18 Oct 2023
Aligning Large Language Models through Synthetic Feedback Sungdong Kim Sanghwan Bae Jamin Shin Soyoung Kang Donghyun Kwak Kang Min Yoo Minjoon Seo ALM SyDa 73 46 0 23 May 2023
Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation Patrick Fernandes Aman Madaan Emmy Liu António Farinhas Pedro Henrique Martins ... José G. C. de Souza Shuyan Zhou Tongshuang Wu Graham Neubig André F. T. Martins ALM 106 56 0 01 May 2023
Second Thoughts are Best: Learning to Re-Align With Human Values from Text Edits Ruibo Liu Chenyan Jia Ge Zhang Ziyu Zhuang Tony X. Liu Soroush Vosoughi 33 34 0 01 Jan 2023
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 237 840 0 05 Oct 2022
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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
$Understanding Dataset Difficulty with $\mathcal{V}$-Usable Information$ Understanding Dataset Difficulty with $\mathcal{V}$ -Usable Information Kawin Ethayarajh Yejin Choi Swabha Swayamdipta 151 157 0 16 Oct 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 234 447 0 14 Jul 2021
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 273 1,561 0 18 Sep 2019
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013