Dataset Cartography for Large Language Model Alignment: Mapping and Diagnosing Preference Data

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Dataset Cartography for Large Language Model Alignment: Mapping and Diagnosing Preference Data

29 May 2025

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Papers citing "Dataset Cartography for Large Language Model Alignment: Mapping and Diagnosing Preference Data"

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Title
Reinforcement Learning from Human Feedback Nathan Lambert OffRL AI4CE 101 19 0 16 Apr 2025
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang L. Chen Yazheng Yang Benyou Wang Dianbo Sui Qiang Liu VLM ALM 82 28 0 12 Oct 2024
A General Theoretical Paradigm to Understand Learning from Human Preferences M. G. Azar Mark Rowland Bilal Piot Daniel Guo Daniele Calandriello Michal Valko Rémi Munos 174 624 0 18 Oct 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 391 4,388 0 09 Jun 2023
Fine-Grained Human Feedback Gives Better Rewards for Language Model Training Zeqiu Wu Yushi Hu Weijia Shi Nouha Dziri Alane Suhr Prithviraj Ammanabrolu Noah A. Smith Mari Ostendorf Hannaneh Hajishirzi ALM 147 329 0 02 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 387 4,125 0 29 May 2023
Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human Supervision Zhiqing Sun Songlin Yang Qinhong Zhou Hongxin Zhang Zhenfang Chen David D. Cox Yiming Yang Chuang Gan SyDa ALM 97 332 0 04 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,631 0 15 Mar 2023
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 509 6,279 0 05 Apr 2022
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 880 13,148 0 04 Mar 2022
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 826 42,332 0 28 May 2020
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 520 19,237 0 20 Jul 2017