Transforming and Combining Rewards for Aligning Large Language Models

Transforming and Combining Rewards for Aligning Large Language Models

1 February 2024

Jonathan Berant

Jacob Eisenstein

Oluwasanmi Koyejo

Papers citing "Transforming and Combining Rewards for Aligning Large Language Models"

13 / 13 papers shown

Title
Faster WIND: Accelerating Iterative Best-of- $N$ Distillation for LLM Alignment Tong Yang Jincheng Mei H. Dai Zixin Wen Shicong Cen Dale Schuurmans Yuejie Chi Bo Dai 36 4 0 20 Feb 2025
Preference learning made easy: Everything should be understood through win rate Lily H. Zhang Rajesh Ranganath 80 0 0 14 Feb 2025
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation Xiaoying Xing Avinab Saha Junfeng He Susan Hao Paul Vicol ... Sahil Singla Sarah Young Yinxiao Li Feng Yang Deepak Ramachandran DiffM 48 0 0 11 Jan 2025
L3Ms -- Lagrange Large Language Models Guneet S. Dhillon Xingjian Shi Yee Whye Teh Alex Smola 67 0 0 28 Oct 2024
Seed-Music: A Unified Framework for High Quality and Controlled Music Generation Ye Bai Haonan Chen Jitong Chen Zhuo Chen Yi Deng ... Hang Zhao Ziyi Zhao Dejian Zhong Shicen Zhou Pei Zou DiffM 58 6 0 13 Sep 2024
Legend: Leveraging Representation Engineering to Annotate Safety Margin for Preference Datasets Duanyu Feng Bowen Qin Chen Huang Youcheng Huang Zheng-Wei Zhang Wenqiang Lei 44 2 0 12 Jun 2024
Self-Play with Adversarial Critic: Provable and Scalable Offline Alignment for Language Models Xiang Ji Sanjeev Kulkarni Mengdi Wang Tengyang Xie OffRL 35 4 0 06 Jun 2024
Seed-TTS: A Family of High-Quality Versatile Speech Generation Models Philip Anastassiou Jiawei Chen J. Chen Yuanzhe Chen Zhuo Chen ... Wenjie Zhang Y. Zhang Zilin Zhao Dejian Zhong Xiaobin Zhuang 41 74 0 04 Jun 2024
BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling Lin Gui Cristina Garbacea Victor Veitch BDL LM&MA 36 35 0 02 Jun 2024
WARM: On the Benefits of Weight Averaged Reward Models Alexandre Ramé Nino Vieillard Léonard Hussenot Robert Dadashi Geoffrey Cideron Olivier Bachem Johan Ferret 102 92 0 22 Jan 2024
Uncertainty-Penalized Reinforcement Learning from Human Feedback with Diverse Reward LoRA Ensembles Yuanzhao Zhai Han Zhang Yu Lei Yue Yu Kele Xu Dawei Feng Bo Ding Huaimin Wang AI4CE 61 31 0 30 Dec 2023
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 303 11,730 0 04 Mar 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 275 1,561 0 18 Sep 2019