Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

2 January 2024

Quanquan Gu

Papers citing "Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models"

50 / 55 papers shown

Title
Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map Alessandro Simoni Francesco Pelosin 36 0 0 06 May 2025
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
Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models Bang Zhang Ruotian Ma Qingxuan Jiang Peisong Wang Jiaqi Chen ... Fanghua Ye Jian Li Yifan Yang Zhaopeng Tu Xiaolong Li LLMAG ELM ALM 86 25 1 01 May 2025
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning Jiaqi Chen Bang Zhang Ruotian Ma Peisong Wang Xiaodan Liang Zhaopeng Tu X. Li Kwan-Yee Kenneth Wong LLMAG ReLM LRM 82 0 0 27 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Z. Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Mohit Bansal Huaxiu Yao 52 0 0 27 Apr 2025
Redefining Superalignment: From Weak-to-Strong Alignment to Human-AI Co-Alignment to Sustainable Symbiotic Society Feifei Zhao Y. Wang Enmeng Lu Dongcheng Zhao Bing Han ... Chao Liu Yaodong Yang Yi Zeng Boyuan Chen Jinyu Fan 80 0 0 24 Apr 2025
From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Rohan Surana Junda Wu Zhouhang Xie Yu Xia Harald Steck Dawen Liang Nathan Kallus Julian McAuley 14 0 0 21 Apr 2025
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs Jiliang Ni Jiachen Pu Zhongyi Yang Kun Zhou Hui Wang Xiaoliang Xiao Dakui Wang Xin Li Jingfeng Luo Conggang Hu 29 0 0 18 Apr 2025
StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition Xin Ding Hao Wu Y. Yang Shiqi Jiang Donglin Bai Zhibo Chen Ting Cao 37 0 0 08 Mar 2025
SplatPose: Geometry-Aware 6-DoF Pose Estimation from Single RGB Image via 3D Gaussian Splatting Linqi Yang Xiongwei Zhao Qihao Sun Ke Wang Ao Chen Peng Kang 3DGS 60 0 0 07 Mar 2025
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator Kaiwen Zheng Yongxin Chen Huayu Chen Guande He Ming-Yu Liu J. Zhu Qinsheng Zhang DiffM 41 0 0 03 Mar 2025
Stackelberg Game Preference Optimization for Data-Efficient Alignment of Language Models Xu Chu Zhixin Zhang Tianyu Jia Yujie Jin 63 0 0 25 Feb 2025
IPO: Your Language Model is Secretly a Preference Classifier Shivank Garg Ayush Singh Shweta Singh Paras Chopra 42 1 0 22 Feb 2025
Value-Incentivized Preference Optimization: A Unified Approach to Online and Offline RLHF Shicong Cen Jincheng Mei Katayoon Goshvadi Hanjun Dai Tong Yang Sherry Yang Dale Schuurmans Yuejie Chi Bo Dai OffRL 48 23 0 20 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq R. Joty Furu Wei LRM 92 8 0 17 Feb 2025
Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance Shehzeen Samarah Hussain Paarth Neekhara Xuesong Yang Edresson Casanova Subhankar Ghosh Mikyas T. Desta Roy Fejgin Rafael Valle Jason Chun Lok Li 54 2 0 07 Feb 2025
Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning Hao Sun M. Schaar 65 14 0 28 Jan 2025
ConTrans: Weak-to-Strong Alignment Engineering via Concept Transplantation Weilong Dong Xinwei Wu Renren Jin Shaoyang Xu Deyi Xiong 45 6 0 31 Dec 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 33 3 0 07 Nov 2024
Constraint Back-translation Improves Complex Instruction Following of Large Language Models Y. Qi Hao Peng X. Wang Bin Xu Lei Hou Juanzi Li 48 0 0 31 Oct 2024
Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment Mingzhi Wang Chengdong Ma Qizhi Chen Linjian Meng Yang Han Jiancong Xiao Zhaowei Zhang Jing Huo Weijie Su Yaodong Yang 28 4 0 22 Oct 2024
Mitigating Forgetting in LLM Supervised Fine-Tuning and Preference Learning H. Fernando Han Shen Parikshit Ram Yi Zhou Horst Samulowitz Nathalie Baracaldo Tianyi Chen CLL 47 2 0 20 Oct 2024
Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens Zhepeng Cen Yao Liu Siliang Zeng Pratik Chaudhar Huzefa Rangwala George Karypis Rasool Fakoor SyDa AIFin 14 3 0 18 Oct 2024
CREAM: Consistency Regularized Self-Rewarding Language Models Z. Wang Weilei He Zhiyuan Liang Xuchao Zhang Chetan Bansal Ying Wei Weitong Zhang Huaxiu Yao ALM 90 7 0 16 Oct 2024
GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time Alignment Yuancheng Xu Udari Madhushani Sehwag Alec Koppel Sicheng Zhu Bang An Furong Huang Sumitra Ganesh 32 5 0 10 Oct 2024
Aligning Language Models Using Follow-up Likelihood as Reward Signal Chen Zhang Dading Chong Feng Jiang Chengguang Tang Anningzhe Gao Guohua Tang Haizhou Li ALM 24 2 0 20 Sep 2024
Generated Data with Fake Privacy: Hidden Dangers of Fine-tuning Large Language Models on Generated Data Atilla Akkus Mingjie Li Junjie Chu Junjie Chu Michael Backes Sinem Sav Sinem Sav SILM SyDa 28 1 0 12 Sep 2024
Watch Every Step! LLM Agent Learning via Iterative Step-Level Process Refinement Weimin Xiong Yifan Song Xiutian Zhao Wenhao Wu Xun Wang Ke Wang Cheng Li Wei Peng Sujian Li 29 25 0 17 Jun 2024
Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning Jifan Zhang Lalit P. Jain Yang Guo Jiayi Chen Kuan Lok Zhou ... Scott Sievert Timothy Rogers Kevin Jamieson Robert Mankoff Robert Nowak 21 5 0 15 Jun 2024
Bootstrapping Language Models with DPO Implicit Rewards Changyu Chen Zichen Liu Chao Du Tianyu Pang Qian Liu Arunesh Sinha Pradeep Varakantham Min-Bin Lin SyDa ALM 50 22 0 14 Jun 2024
Diffusion-RPO: Aligning Diffusion Models through Relative Preference Optimization Yi Gu Zhendong Wang Yueqin Yin Yujia Xie Mingyuan Zhou 16 15 0 10 Jun 2024
Re-ReST: Reflection-Reinforced Self-Training for Language Agents Zi-Yi Dou Cheng-Fu Yang Xueqing Wu Kai-Wei Chang Nanyun Peng LRM 76 7 0 03 Jun 2024
TS-Align: A Teacher-Student Collaborative Framework for Scalable Iterative Finetuning of Large Language Models Chen Zhang Chengguang Tang Dading Chong Ke Shi Guohua Tang Feng Jiang Haizhou Li 21 4 0 30 May 2024
Enhancing Large Vision Language Models with Self-Training on Image Comprehension Yihe Deng Pan Lu Fan Yin Ziniu Hu Sheng Shen James Y. Zou Kai-Wei Chang Wei Wang SyDa VLM LRM 31 36 0 30 May 2024
Multi-Reference Preference Optimization for Large Language Models Hung Le Quan Tran D. Nguyen Kien Do Saloni Mittal Kelechi Ogueji Svetha Venkatesh 40 0 0 26 May 2024
Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process Ermo Hua Biqing Qi Kaiyan Zhang Yue Yu Ning Ding Xingtai Lv Kai Tian Bowen Zhou 25 3 0 20 May 2024
Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation JoonHo Lee Jae Oh Woo Juree Seok Parisa Hassanzadeh Wooseok Jang ... Hankyu Moon Wenjun Hu Yeong-Dae Kwon Taehee Lee Seungjai Min 36 2 0 10 May 2024
Small Language Models Need Strong Verifiers to Self-Correct Reasoning Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Jaekyeom Kim Moontae Lee Honglak Lee Lu Wang LRM KELM ReLM 23 30 0 26 Apr 2024
Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks Amir Saeidi Shivanshu Verma Chitta Baral Chitta Baral ALM 22 21 0 23 Apr 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 35 21 0 22 Apr 2024
Self-playing Adversarial Language Game Enhances LLM Reasoning Pengyu Cheng Tianhao Hu Han Xu Zhisong Zhang Yong Dai Lei Han Nan Du Nan Du Xiaolong Li SyDa LRM ReLM 63 28 0 16 Apr 2024
Binary Classifier Optimization for Large Language Model Alignment Seungjae Jung Gunsoo Han D. W. Nam Kyoung-Woon On 21 19 0 06 Apr 2024
Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward Ruohong Zhang Liangke Gui Zhiqing Sun Yihao Feng Keyang Xu ... Di Fu Chunyuan Li Alexander G. Hauptmann Yonatan Bisk Yiming Yang MLLM 28 57 0 01 Apr 2024
COPR: Continual Human Preference Learning via Optimal Policy Regularization Han Zhang Lin Gui Yu Lei Yuanzhao Zhai Yehong Zhang ... Hui Wang Yue Yu Kam-Fai Wong Bin Liang Ruifeng Xu CLL 21 4 0 22 Feb 2024
Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning Zhaorui Yang Tianyu Pang H. Feng Han Wang Wei Chen Minfeng Zhu Qian Liu ALM 21 33 0 21 Feb 2024
Self-seeding and Multi-intent Self-instructing LLMs for Generating Intent-aware Information-Seeking dialogs Arian Askari Roxana Petcu Chuan Meng Mohammad Aliannejadi Amin Abolghasemi Evangelos Kanoulas Suzan Verberne 14 7 0 18 Feb 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 215 291 0 18 Jan 2024
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 144 143 0 11 Dec 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,953 0 22 Mar 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 54 76 0 07 Mar 2023