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 / 74 papers shown

Title
ToolACE-DEV: Self-Improving Tool Learning via Decomposition and EVolution X. Huang Weiwen Liu Xingshan Zeng Y. Huang Xinlong Hao ... Yirong Zeng Chuhan Wu Yishuo Wang R. Tang Defu Lian KELM 31 0 0 12 May 2025
Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map Alessandro Simoni Francesco Pelosin 51 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 39 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 109 0 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 Xuzhao Li Kwan-Yee K. Wong LLMAG ReLM LRM 91 0 0 27 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Zekun Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Joey Tianyi Zhou Huaxiu Yao 61 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 83 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 28 0 0 21 Apr 2025
Trans-Zero: Self-Play Incentivizes Large Language Models for Multilingual Translation Without Parallel Data Wei Zou Sen Yang Yu Bao Shujian Huang Jiajun Chen Shanbo Cheng SyDa 34 0 0 20 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 37 0 0 18 Apr 2025
CONGRAD:Conflicting Gradient Filtering for Multilingual Preference Alignment Jiangnan Li Thuy-Trang Vu Christian Herold Amirhossein Tebbifakhr Shahram Khadivi Gholamreza Haffari 33 0 0 31 Mar 2025
StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition Xin Ding Hao Wu Yuqing Yang Shiqi Jiang Donglin Bai Zhibo Chen Ting Cao 145 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 80 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 Xuan Li Jun Zhu Qinsheng Zhang DiffM 49 0 0 03 Mar 2025
Stackelberg Game Preference Optimization for Data-Efficient Alignment of Language Models Xu Chu Zhixin Zhang Tianyu Jia Yujie Jin 77 0 0 25 Feb 2025
NaturalReasoning: Reasoning in the Wild with 2.8M Challenging Questions Weizhe Yuan Jane Dwivedi-Yu Song Jiang Karthik Padthe Yang Li ... Ilia Kulikov Kyunghyun Cho Yuandong Tian Jason Weston Xian Li ReLM LRM 64 10 0 24 Feb 2025
IPO: Your Language Model is Secretly a Preference Classifier Shivank Garg Ayush Singh Shweta Singh Paras Chopra 145 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 65 23 0 20 Feb 2025
Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs Longxu Dou Qian Liu Fan Zhou Changyu Chen Zili Wang ... Tianyu Pang Chao Du Xinyi Wan Wei Lu Min Lin 106 1 0 18 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq R. Joty Furu Wei LRM 99 9 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 61 2 0 07 Feb 2025
LLMs Can Teach Themselves to Better Predict the Future Benjamin Turtel Danny Franklin Philipp Schoenegger LRM 62 0 0 07 Feb 2025
Diverse Preference Optimization Jack Lanchantin Angelica Chen S. Dhuliawala Ping Yu Jason Weston Sainbayar Sukhbaatar Ilia Kulikov 93 4 0 30 Jan 2025
Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning Hao Sun M. Schaar 94 14 0 28 Jan 2025
ConTrans: Weak-to-Strong Alignment Engineering via Concept Transplantation Weilong Dong Xinwei Wu Renren Jin Shaoyang Xu Deyi Xiong 65 7 0 31 Dec 2024
Understanding the Logic of Direct Preference Alignment through Logic Kyle Richardson Vivek Srikumar Ashish Sabharwal 85 2 0 23 Dec 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 57 3 0 07 Nov 2024
Constraint Back-translation Improves Complex Instruction Following of Large Language Models Y. Qi Hao Peng Xinyu Wang Bin Xu Lei Hou Juanzi Li 58 0 0 31 Oct 2024
Focus On This, Not That! Steering LLMs With Adaptive Feature Specification Tom A. Lamb Adam Davies Alasdair Paren Philip H. S. Torr Francesco Pinto 47 0 0 30 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 32 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 56 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 34 3 0 18 Oct 2024
CREAM: Consistency Regularized Self-Rewarding Language Models Zekun Wang Weilei He Zhiyuan Liang Xuchao Zhang Chetan Bansal Ying Wei Weitong Zhang Huaxiu Yao ALM 101 7 0 16 Oct 2024
MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization Yougang Lyu Lingyong Yan Zihan Wang Dawei Yin Pengjie Ren Maarten de Rijke Z. Z. Ren 60 6 0 10 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 55 6 0 10 Oct 2024
RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization Hanyang Zhao Genta Indra Winata Anirban Das Shi-Xiong Zhang D. Yao Wenpin Tang Sambit Sahu 54 5 0 05 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 33 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 48 1 0 12 Sep 2024
A Survey on Self-play Methods in Reinforcement Learning Ruize Zhang Zelai Xu Chengdong Ma Chao Yu Weijuan Tu ... Deheng Ye Wenbo Ding Yaodong Yang Yu Wang Yu Wang SyDa SSL OnRL 51 8 0 02 Aug 2024
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models Yuzhe Gu Ziwei Ji Wenwei Zhang Chengqi Lyu Dahua Lin Kai Chen HILM 39 5 0 05 Jul 2024
Robust Zero-Shot Text-to-Speech Synthesis with Reverse Inference Optimization Yuchen Hu Chen Chen Siyin Wang Eng Siong Chng C. Zhang 43 3 0 02 Jul 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 46 26 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 39 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 62 23 0 14 Jun 2024
Diffusion-RPO: Aligning Diffusion Models through Relative Preference Optimization Yi Gu Zhendong Wang Yueqin Yin Yujia Xie Mingyuan Zhou 38 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 88 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 35 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 Zou Kai-Wei Chang Wei Wang SyDa VLM LRM 44 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 59 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 37 3 0 20 May 2024