Direct Preference Optimization: Your Language Model is Secretly a Reward Model

29 May 2023

Christopher D. Manning

Chelsea Finn

ALM

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Papers citing "Direct Preference Optimization: Your Language Model is Secretly a Reward Model"

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Simplify RLHF as Reward-Weighted SFT: A Variational Method Yuhao Du Z. Li Pengyu Cheng Zhihong Chen Yuejiao Xie Xiang Wan Anningzhe Gao 35 1 0 20 Feb 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 77 2 0 20 Feb 2025
Drift: Decoding-time Personalized Alignments with Implicit User Preferences Minbeom Kim Kang-il Lee Seongho Joo Hwaran Lee Thibaut Thonet Kyomin Jung AI4TS 107 1 0 20 Feb 2025
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
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images Shengguang Wu Fan-Yun Sun Kaiyue Wen Nick Haber VLM 75 0 0 20 Feb 2025
Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model Emre Can Acikgoz Jeremiah Greer Akul Datta Ze Yang William Zeng Oussama Elachqar Emmanouil Koukoumidis Dilek Hakkani-Tür Gökhan Tür LLMAG 97 3 0 20 Feb 2025
UPCORE: Utility-Preserving Coreset Selection for Balanced Unlearning Vaidehi Patil Elias Stengel-Eskin Mohit Bansal MU CLL 73 2 0 20 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 147 1 0 18 Feb 2025
Savaal: Scalable Concept-Driven Question Generation to Enhance Human Learning Kimia Noorbakhsh Joseph Chandler Pantea Karimi M. Alizadeh H. Balakrishnan LRM 44 1 0 18 Feb 2025
Multi-Step Alignment as Markov Games: An Optimistic Online Gradient Descent Approach with Convergence Guarantees Yongtao Wu Luca Viano Yihang Chen Zhenyu Zhu Kimon Antonakopoulos Quanquan Gu V. Cevher 49 0 0 18 Feb 2025
Policy-to-Language: Train LLMs to Explain Decisions with Flow-Matching Generated Rewards Xinyi Yang Liang Zeng Heng Dong C. Yu X. Wu H. Yang Yu Wang Milind Tambe Tonghan Wang 68 2 0 18 Feb 2025
Which Retain Set Matters for LLM Unlearning? A Case Study on Entity Unlearning Hwan Chang Hwanhee Lee MU 42 0 0 17 Feb 2025
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding Kung-Hsiang Huang Can Qin Haoyi Qiu Philippe Laban Shafiq R. Joty Caiming Xiong C. Wu VLM 79 1 0 17 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
LeDex: Training LLMs to Better Self-Debug and Explain Code Nan Jiang Xiaopeng Li Shiqi Wang Qiang Zhou Soneya Binta Hossain Baishakhi Ray Varun Kumar Xiaofei Ma Anoop Deoras LRM 89 11 0 17 Feb 2025
A Critical Look At Tokenwise Reward-Guided Text Generation Ahmad Rashid Ruotian Wu Julia Grosse Agustinus Kristiadi Pascal Poupart OffRL 68 0 0 17 Feb 2025
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model Guangzhi Sun Yudong Yang Jimin Zhuang Changli Tang Y. Li W. Li Z. Ma Chao Zhang LRM MLLM VLM 64 2 0 17 Feb 2025
Diversity-Oriented Data Augmentation with Large Language Models Zaitian Wang Jinghan Zhang Xinhao Zhang Kunpeng Liu Pengfei Wang Yuanchun Zhou 78 1 0 17 Feb 2025
Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment Jingcheng Deng Zhongtao Jiang Liang Pang Liwei Chen Kun Xu Zihao Wei Huawei Shen Xueqi Cheng 49 1 0 17 Feb 2025
ReLearn: Unlearning via Learning for Large Language Models Haoming Xu Ningyuan Zhao Liming Yang Sendong Zhao Shumin Deng Mengru Wang Bryan Hooi Nay Oo H. Chen N. Zhang KELM CLL MU 71 0 0 16 Feb 2025
Leveraging Constrained Monte Carlo Tree Search to Generate Reliable Long Chain-of-Thought for Mathematical Reasoning Qingwen Lin Boyan Xu Zijian Li Z. Hao Keli Zhang Ruichu Cai LRM 41 2 0 16 Feb 2025
BoT: Breaking Long Thought Processes of o1-like Large Language Models through Backdoor Attack Zihao Zhu Hongbao Zhang Mingda Zhang Ruotong Wang Guanzong Wu Ke Xu Baoyuan Wu AAML LRM 54 4 0 16 Feb 2025
LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning Tianshi Zheng Jiayang Cheng Chunyang Li Haochen Shi Z. Wang Jiaxin Bai Y. Song Ginny Y. Wong Simon See LRM 46 2 0 16 Feb 2025
Preference learning made easy: Everything should be understood through win rate Lily H. Zhang Rajesh Ranganath 80 0 0 14 Feb 2025
Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model Guoqing Ma Haoyang Huang K. Yan L. Chen Nan Duan ... Y. Wang Yuanwei Lu Yu-Cheng Chen Yu-Juan Luo Y. Luo DiffM VGen 147 17 0 14 Feb 2025
Large Language Diffusion Models Shen Nie Fengqi Zhu Zebin You Xiaolu Zhang Jingyang Ou Jun Hu Jun Zhou Yankai Lin Ji-Rong Wen Chongxuan Li 98 12 0 14 Feb 2025
KKA: Improving Vision Anomaly Detection through Anomaly-related Knowledge from Large Language Models Dong Chen Zhengqing Hu Peiguang Fan Yueting Zhuang Yafei Li Qidong Liu Xiaoheng Jiang Mingliang Xu VLM 46 0 0 14 Feb 2025
Direct Preference Optimization-Enhanced Multi-Guided Diffusion Model for Traffic Scenario Generation Seungjun Yu Kisung Kim Daejung Kim Haewook Han Jinhan Lee 55 0 0 14 Feb 2025
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Qingshui Gu Shu Li Tianyu Zheng Zhaoxiang Zhang 129 0 0 10 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 96 10 0 10 Feb 2025
Learning to Substitute Words with Model-based Score Ranking Hongye Liu Ricardo Henao 41 0 0 09 Feb 2025
Dual Caption Preference Optimization for Diffusion Models Amir Saeidi Yiran Luo Agneet Chatterjee Shamanthak Hegde Bimsara Pathiraja Yezhou Yang Chitta Baral DiffM 51 0 0 09 Feb 2025
Jailbreaking to Jailbreak Jeremy Kritz Vaughn Robinson Robert Vacareanu Bijan Varjavand Michael Choi Bobby Gogov Scale Red Team Summer Yue Willow Primack Zifan Wang 109 0 0 09 Feb 2025
Design Considerations in Offline Preference-based RL Alekh Agarwal Christoph Dann T. V. Marinov OffRL 45 0 0 08 Feb 2025
ARIES: Stimulating Self-Refinement of Large Language Models by Iterative Preference Optimization Yongcheng Zeng Xinyu Cui Xuanfa Jin Guoqing Liu Zexu Sun ... Dong Li Ning Yang Jianye Hao H. Zhang J. Wang LRM LLMAG 78 1 0 08 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 59 2 0 07 Feb 2025
Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet Berk Atil Vipul Gupta Sarkar Snigdha Sarathi Das R. Passonneau 91 0 0 07 Feb 2025
The Best Instruction-Tuning Data are Those That Fit Dylan Zhang Qirun Dai Hao Peng ALM 115 3 0 06 Feb 2025
CTR-Driven Advertising Image Generation with Multimodal Large Language Models Xingye Chen Wei Feng Zhenbang Du Weizhen Wang Y. Chen ... Jingping Shao Yuanjie Shao Xinge You Changxin Gao Nong Sang OffRL 32 1 0 05 Feb 2025
Generative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models Haoran Ye T. Zhang Yuhang Xie Liyuan Zhang Yuanyi Ren Xin Zhang Guojie Song PILM 74 0 0 04 Feb 2025
The Battling Influencers Game: Nash Equilibria Structure of a Potential Game and Implications to Value Alignment Young Wu Yancheng Zhu Jin-Yi Cai Xiaojin Zhu 94 0 0 03 Feb 2025
Understanding the Capabilities and Limitations of Weak-to-Strong Generalization Wei Yao Wenkai Yang Z. Wang Yankai Lin Yong Liu ELM 90 1 0 03 Feb 2025
GuardReasoner: Towards Reasoning-based LLM Safeguards Yue Liu Hongcheng Gao Shengfang Zhai Jun-Xiong Xia Tianyi Wu Zhiwei Xue Y. Chen Kenji Kawaguchi Jiaheng Zhang Bryan Hooi AI4TS LRM 129 13 0 30 Jan 2025
Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization Zishun Yu Tengyu Xu Di Jin Karthik Abinav Sankararaman Yun He ... Eryk Helenowski Chen Zhu Sinong Wang Hao Ma Han Fang LRM 49 4 0 29 Jan 2025
COS(M+O)S: Curiosity and RL-Enhanced MCTS for Exploring Story Space via Language Models Tobias Materzok LRM 67 0 0 28 Jan 2025
DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Data Ke-Han Lu Zhehuai Chen Szu-Wei Fu Chao-Han Huck Yang Jagadeesh Balam Boris Ginsburg Yu-Te Wang Hung-yi Lee AuLLM SyDa 99 5 0 28 Jan 2025
BoKDiff: Best-of-K Diffusion Alignment for Target-Specific 3D Molecule Generation Ali Khodabandeh Yalabadi Mehdi Yazdani-Jahromi O. Garibay 33 0 0 28 Jan 2025
Learning to Summarize from LLM-generated Feedback Hwanjun Song Taewon Yun Yuho Lee Jihwan Oh Gihun Lee Jason (Jinglun) Cai Hang Su 73 2 0 28 Jan 2025
Visual Generation Without Guidance Huayu Chen Kai Jiang Kaiwen Zheng Jianfei Chen Hang Su J. Zhu 55 0 0 28 Jan 2025
TimeHF: Billion-Scale Time Series Models Guided by Human Feedback Yongzhi Qi Hao Hu Dazhou Lei Jianshen Zhang Zhengxin Shi Yulin Huang Zhengyu Chen Xiaoming Lin Zuo-jun Shen AI4TS AI4CE 39 1 0 28 Jan 2025