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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GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Z. Liu Y. Wang Haofu Qian OffRL AI4TS VLM 64 0 0 28 Apr 2025
Contextual Online Uncertainty-Aware Preference Learning for Human Feedback Nan Lu Ethan X. Fang Junwei Lu 60 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 54 0 0 27 Apr 2025
Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting Y. Hong Xiaofei Yin Xinzhong Wang Yi Tu Ya Guo Sufeng Duan Weiqiang Wang Lingyong Fang Depeng Wang Huijia Zhu CLL 87 0 0 27 Apr 2025
Adaptive Helpfulness-Harmlessness Alignment with Preference Vectors Ren-Wei Liang Chin-Ting Hsu Chan-Hung Yu Saransh Agrawal Shih-Cheng Huang Shang-Tse Chen Kuan-Hao Huang Shao-Hua Sun 76 0 0 27 Apr 2025
Calibrating Translation Decoding with Quality Estimation on LLMs Di Wu Yibin Lei Christof Monz 70 0 0 26 Apr 2025
Addressing Concept Mislabeling in Concept Bottleneck Models Through Preference Optimization Emiliano Penaloza Tianyue H. Zhan Laurent Charlin Mateo Espinosa Zarlenga 40 0 0 25 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 82 0 0 25 Apr 2025
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models J. Liu Hangyu Guo Ranjie Duan Xingyuan Bu Yancheng He ... Yingshui Tan Yanan Wu Jihao Gu Y. Li J. Zhu MLLM 70 0 0 25 Apr 2025
Aligning Language Models for Icelandic Legal Text Summarization Þórir Hrafn Harðarson Hrafn Loftsson Stefán Ólafsson AILaw AI4TS ELM 75 0 0 25 Apr 2025
TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation Gwen Yidou Weng Benjie Wang Guy Van den Broeck BDL 45 0 0 25 Apr 2025
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization Kesen Zhao B. Zhu Qianru Sun Hanwang Zhang MLLM LRM 81 0 0 25 Apr 2025
Stabilizing Reasoning in Medical LLMs with Continued Pretraining and Reasoning Preference Optimization Wataru Kawakami Keita Suzuki Junichiro Iwasawa LRM 65 0 0 25 Apr 2025
Fast-Slow Thinking for Large Vision-Language Model Reasoning W. L. Xiao Leilei Gan Weilong Dai Wanggui He Ziwei Huang ... Fangxun Shu Zhelun Yu Peng Zhang Hao Jiang Fei Wu ReLM LRM AI4CE 74 0 0 25 Apr 2025
DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training Xiaoyu Tian Sitong Zhao Haotian Wang Shuaiting Chen Yiping Peng Yunjie Ji Han Zhao Xiangang Li LRM 57 1 0 24 Apr 2025
Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control Hannah Cyberey David E. Evans LLMSV 72 0 0 23 Apr 2025
Param $Δ$ for Direct Weight Mixing: Post-Train Large Language Model at Zero Cost Sheng Cao Mingrui Wu Karthik Prasad Yuandong Tian Zechun Liu MoMe 74 0 0 23 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng X. Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 67 0 0 23 Apr 2025
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model Junshu Pan Wei Shen Shulin Huang Qiji Zhou Yue Zhang 69 0 0 22 Apr 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu X. Wang Xiangnan He 40 0 0 22 Apr 2025
Integrating Symbolic Execution into the Fine-Tuning of Code-Generating LLMs Marina Sakharova Abhinav Anand Mira Mezini 47 0 0 21 Apr 2025
Text-to-Decision Agent: Learning Generalist Policies from Natural Language Supervision Shilin Zhang Zican Hu Wenhao Wu Xinyi Xie Jianxiang Tang Chunlin Chen Daoyi Dong Yu Cheng Zhenhong Sun Zhi Wang OffRL 45 0 0 21 Apr 2025
Trillion 7B Technical Report Sungjun Han Juyoung Suk Suyeong An Hyungguk Kim Kyuseok Kim Wonsuk Yang Seungtaek Choi Jamin Shin 36 0 0 21 Apr 2025
SUDO: Enhancing Text-to-Image Diffusion Models with Self-Supervised Direct Preference Optimization Liang Peng Boxi Wu Haoran Cheng Yibo Zhao Xiaofei He 29 0 0 20 Apr 2025
TALES: Text Adventure Learning Environment Suite Christopher Zhang Cui Xingdi Yuan Ziang Xiao Prithviraj Ammanabrolu Marc-Alexandre Côté LLMAG LRM 40 0 0 19 Apr 2025
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 42 9 0 18 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 32 0 0 18 Apr 2025
Benchmarking Multi-National Value Alignment for Large Language Models Chengyi Ju Weijie Shi Chengzhong Liu Jiaming Ji Jipeng Zhang ... Jia Zhu Jiajie Xu Yaodong Yang Sirui Han Yike Guo 44 0 0 17 Apr 2025
Exploring Expert Failures Improves LLM Agent Tuning Li-Cheng Lan Andrew Bai Minhao Cheng Ruochen Wang Cho-Jui Hsieh LRM 62 0 0 17 Apr 2025
Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment Xiaotian Zhang Ruizhe Chen Yang Feng Zuozhu Liu 40 0 0 17 Apr 2025
Energy-Based Reward Models for Robust Language Model Alignment Anamika Lochab Ruqi Zhang 53 0 0 17 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 50 0 0 15 Apr 2025
Better Estimation of the KL Divergence Between Language Models Afra Amini Tim Vieira Ryan Cotterell 41 0 0 14 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 66 7 1 14 Apr 2025
Omni-Dish: Photorealistic and Faithful Image Generation and Editing for Arbitrary Chinese Dishes Huijie Liu Bingcan Wang Jie Hu Xiaoming Wei Guoliang Kang 61 0 0 14 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Ji-Rong Wen OffRL LRM 30 0 0 13 Apr 2025
DocAgent: A Multi-Agent System for Automated Code Documentation Generation Dayu Yang Antoine Simoulin Xin Qian Xiaoyi Liu Yuwei Cao Zhaopu Teng Grey Yang LLMAG 54 0 0 11 Apr 2025
Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model Team Seawead Ceyuan Yang Zhijie Lin Yang Zhao Shanchuan Lin ... Zuquan Song Zhenheng Yang Jiashi Feng Jianchao Yang Lu Jiang DiffM 79 1 0 11 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang C. Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 72 1 0 10 Apr 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Y. Cao D. Lin Jiaqi Wang OffRL 54 1 0 10 Apr 2025
2D-Curri-DPO: Two-Dimensional Curriculum Learning for Direct Preference Optimization Mengyang Li Zhong Zhang 27 0 0 10 Apr 2025
Perception-R1: Pioneering Perception Policy with Reinforcement Learning En Yu Kangheng Lin Liang Zhao Jisheng Yin Yana Wei ... Zheng Ge Xiangyu Zhang Daxin Jiang Jingyu Wang Wenbing Tao VLM OffRL LRM 35 0 0 10 Apr 2025
FuseRL: Dense Preference Optimization for Heterogeneous Model Fusion Longguang Zhong Fanqi Wan Ziyi Yang Guosheng Liang Tianyuan Shi Xiaojun Quan MoMe 57 0 0 09 Apr 2025
SemEval-2025 Task 5: LLMs4Subjects -- LLM-based Automated Subject Tagging for a National Technical Library's Open-Access Catalog Jennifer D’Souza Sameer Sadruddin Holger Israel Mathias Begoin Diana Slawig 50 5 0 09 Apr 2025
Holistic Capability Preservation: Towards Compact Yet Comprehensive Reasoning Models Ling Team Caizhi Tang Chilin Fu Chunwei Wu Jia Guo ... Shuaicheng Li Y. Zhang Yingting Wu Y. Liu Zhenyu Huang LRM 19 0 0 09 Apr 2025
PaMi-VDPO: Mitigating Video Hallucinations by Prompt-Aware Multi-Instance Video Preference Learning Xinpeng Ding K. Zhang Jinahua Han Lanqing Hong Hang Xu X. Li MLLM VLM 85 0 0 08 Apr 2025
Sharpness-Aware Parameter Selection for Machine Unlearning Saber Malekmohammadi Hong kyu Lee Li Xiong MU 63 0 0 08 Apr 2025
LLM-based Automated Grading with Human-in-the-Loop Hang Li Yucheng Chu Kaiqi Yang Yasemin Copur-Gencturk Jiliang Tang AI4Ed ELM 59 0 0 07 Apr 2025
CADCrafter: Generating Computer-Aided Design Models from Unconstrained Images Cheng Chen Jiacheng Wei Tianrun Chen Chi Zhang Xiaofeng Yang ... Bingchen Yang Chuan-Sheng Foo Guosheng Lin Qixing Huang Fayao Liu 44 0 0 07 Apr 2025
Revealing the Intrinsic Ethical Vulnerability of Aligned Large Language Models Jiawei Lian Jianhong Pan L. Wang Yi Wang Shaohui Mei Lap-Pui Chau AAML 24 0 0 07 Apr 2025