Improving Reward Models with Synthetic Critiques

31 May 2024

Zihuiwen Ye

Fraser Greenlee-Scott

Papers citing "Improving Reward Models with Synthetic Critiques"

22 / 22 papers shown

Title
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 186 1 0 19 May 2025
Fine-Tuning Diffusion Generative Models via Rich Preference Optimization Hanyang Zhao Haoxian Chen Yucheng Guo Genta Indra Winata Tingting Ou Ziyu Huang D. Yao Wenpin Tang 114 0 0 13 Mar 2025
Uncertainty-Aware Step-wise Verification with Generative Reward Models Zihuiwen Ye Luckeciano C. Melo Younesse Kaddar Phil Blunsom Shivalika Singh Yarin Gal LRM 135 5 0 16 Feb 2025
Self-Generated Critiques Boost Reward Modeling for Language Models Yue Yu Zhengxing Chen Aston Zhang L Tan Chenguang Zhu ... Suchin Gururangan Chao-Yue Zhang Melanie Kambadur Dhruv Mahajan Rui Hou LRM ALM 171 27 0 25 Nov 2024
Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models Pat Verga Sebastian Hofstatter Sophia Althammer Yixuan Su Aleksandra Piktus Arkady Arkhangorodsky Minjie Xu Naomi White Patrick Lewis ALM ELM 104 104 0 29 Apr 2024
A Long Way to Go: Investigating Length Correlations in RLHF Prasann Singhal Tanya Goyal Jiacheng Xu Greg Durrett 138 161 0 05 Oct 2023
Reward Model Ensembles Help Mitigate Overoptimization Thomas Coste Usman Anwar Robert Kirk David M. Krueger NoLa ALM 90 138 0 04 Oct 2023
Human Feedback is not Gold Standard Tom Hosking Phil Blunsom Max Bartolo ALM 114 55 0 28 Sep 2023
OctoPack: Instruction Tuning Code Large Language Models Niklas Muennighoff Qian Liu A. Zebaze Qinkai Zheng Binyuan Hui Terry Yue Zhuo Swayam Singh Xiangru Tang Leandro von Werra Shayne Longpre VLM ALM 127 137 0 14 Aug 2023
Large Language Models Michael R Douglas LLMAG LM&MA 140 644 0 11 Jul 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 441 4,444 0 09 Jun 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 198 1,240 0 31 May 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,163 0 29 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 91 396 0 19 May 2023
Training Language Models with Language Feedback at Scale Jérémy Scheurer Jon Ander Campos Tomasz Korbak Jun Shern Chan Angelica Chen Kyunghyun Cho Ethan Perez ALM 96 107 0 28 Mar 2023
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 411 2,393 0 09 Nov 2022
Self-critiquing models for assisting human evaluators William Saunders Catherine Yeh Jeff Wu Steven Bills Ouyang Long Jonathan Ward Jan Leike ALM ELM 112 306 0 12 Jun 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 888 13,207 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 850 9,714 0 28 Jan 2022
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 488 1,768 0 18 Sep 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 550 19,296 0 20 Jul 2017
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 218 3,377 0 12 Jun 2017