Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment

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Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment

3 October 2024

ArXiv (abs)PDF HTML HuggingFace (9 upvotes)

Papers citing "Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment"

13 / 13 papers shown

Title
Language Ranker: A Lightweight Ranking framework for LLM Decoding Chenheng Zhang Tianqi Du Jizhe Zhang Mingqing Xiao Yifei Wang Yisen Wang Zhouchen Lin ALM 57 0 0 23 Oct 2025
Limited Preference Data? Learning Better Reward Model with Latent Space Synthesis Leitian Tao Xuefeng Du Shouqing Yang SyDa 124 0 0 30 Sep 2025
Multimodal LLMs as Customized Reward Models for Text-to-Image Generation Shijie Zhou Ruiyi Zhang Huaisheng Zhu Branislav Kveton Jiuxiang Gu J. Gu Jian Chen Changyou Chen MLLM VLM LRM 193 3 0 28 Jul 2025
Doubly Robust Alignment for Large Language Models Erhan Xu Kai Ye Hongyi Zhou Luhan Zhu Francesco Quinzan Chengchun Shi 164 1 0 01 Jun 2025
R3: Robust Rubric-Agnostic Reward Models David Anugraha Zilu Tang Lester James V. Miranda Hanyang Zhao Mohammad Rifqi Farhansyah Garry Kuwanto Derry Wijaya Genta Indra Winata 402 10 0 19 May 2025
A Systematic Analysis of Base Model Choice for Reward Modeling Kian Ahrabian Pegah Jandaghi Negar Mokhberian Sai Praneeth Karimireddy Jay Pujara 202 0 0 16 May 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 228 25 0 12 Apr 2025
Robust Reinforcement Learning from Human Feedback for Large Language Models Fine-Tuning Kai Ye Hongyi Zhou Jin Zhu Francesco Quinzan C. Shi 241 4 0 03 Apr 2025
Improving LLM-as-a-Judge Inference with the Judgment Distribution Victor Wang Michael J.Q. Zhang Eunsol Choi 241 16 0 04 Mar 2025
Rethinking Diverse Human Preference Learning through Principal Component AnalysisAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Feng Luo Rui Yang Hao Sun Chunyuan Deng Jiarui Yao Jingyan Shen Huan Zhang Hanjie Chen 231 4 0 18 Feb 2025
LiPO: Listwise Preference Optimization through Learning-to-RankNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Tianqi Liu Zhen Qin Junru Wu Jiaming Shen Misha Khalman ... Mohammad Saleh Simon Baumgartner Jialu Liu Peter J. Liu Xuanhui Wang 485 75 0 28 Jan 2025
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jing Zhang Runyi Hu Xiaoya Li Minlie Huang Jiwei Li Leilei Gan G. Wang Eduard H. Hovy OffRL 432 40 0 05 Dec 2024
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators Yann Dubois Balázs Galambosi Abigail Z. Jacobs Tatsunori Hashimoto ALM 286 548 0 06 Apr 2024

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