Teach LLMs to Personalize -- An Approach inspired by Writing Education

15 August 2023

Cheng Li

Mingyang Zhang

Qiaozhu Mei

Yaqing Wang

Spurthi Amba Hombaiah

Papers citing "Teach LLMs to Personalize -- An Approach inspired by Writing Education"

25 / 25 papers shown

Title
Improving RAG for Personalization with Author Features and Contrastive Examples Mert Yazan Suzan Verberne F. Situmeang 35 1 0 24 Mar 2025
A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications Jian-Yu Guan J. Wu J. Li Chuanqi Cheng Wei Yu Wu LM&MA 69 0 0 21 Mar 2025
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization Yilun Qiu Xiaoyan Zhao Yang Zhang Yimeng Bai W. Wang Hong Cheng Fuli Feng Tat-Seng Chua 50 1 0 04 Mar 2025
A Cognitive Writing Perspective for Constrained Long-Form Text Generation Kaiyang Wan Honglin Mu Rui Hao Haoran Luo Tianle Gu Xiuying Chen ALM 61 0 0 20 Feb 2025
A Survey of Personalized Large Language Models: Progress and Future Directions Jiahong Liu Zexuan Qiu Zhongyang Li Quanyu Dai Jieming Zhu Minda Hu Menglin Yang Irwin King LM&MA 46 2 0 17 Feb 2025
VisualLens: Personalization through Visual History Wang Zhu Deqing Fu Kai Sun Y. Lu Zhaojiang Lin ... Kanika Narang Mustafa Canim Yue Liu Anuj Kumar Xin Luna Dong AI4TS 103 0 0 25 Nov 2024
Guided Profile Generation Improves Personalization with LLMs Jiarui Zhang 18 4 0 19 Sep 2024
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models Alireza Salemi Hamed Zamani 35 9 0 14 Sep 2024
PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization Christopher Clarke Yuzhao Heng Lingjia Tang Jason Mars 12 3 0 25 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 7 0 17 Jul 2024
LongLaMP: A Benchmark for Personalized Long-form Text Generation Ishita Kumar Snigdha Viswanathan Sushrita Yerra Alireza Salemi Ryan A. Rossi ... Xiang Chen Ruiyi Zhang Shubham Agarwal Nedim Lipka Hamed Zamani 39 22 0 27 Jun 2024
Understanding the Role of User Profile in the Personalization of Large Language Models Bin Wu Zhengyan Shi Hossein A. Rahmani Varsha Ramineni Emine Yilmaz 41 5 0 22 Jun 2024
Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts Zhaoxuan Tan Zheyuan Liu Meng-Long Jiang 27 19 0 15 Jun 2024
HYDRA: Model Factorization Framework for Black-Box LLM Personalization Yuchen Zhuang Haotian Sun Yue Yu Rushi Qiang Qifan Wang Chao Zhang Bo Dai AAML 31 14 0 05 Jun 2024
Stylometric Watermarks for Large Language Models Georg Niess Roman Kern 28 2 0 14 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 64 45 0 23 Apr 2024
Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation Alireza Salemi Surya Kallumadi Hamed Zamani 28 44 0 09 Apr 2024
Not Just Novelty: A Longitudinal Study on Utility and Customization of an AI Workflow Tao Long Katy Ilonka Gero Lydia B. Chilton 23 13 0 15 Feb 2024
GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agency Catherine Yeh Gonzalo A. Ramos Rachel Ng Andy Huntington Richard Banks LLMAG 40 20 0 13 Feb 2024
A Roadmap to Pluralistic Alignment Taylor Sorensen Jared Moore Jillian R. Fisher Mitchell L. Gordon Niloofar Mireshghallah ... Liwei Jiang Ximing Lu Nouha Dziri Tim Althoff Yejin Choi 65 75 0 07 Feb 2024
Bridging the Preference Gap between Retrievers and LLMs Zixuan Ke Weize Kong Cheng-rong Li Mingyang Zhang Qiaozhu Mei Michael Bendersky RALM 13 28 0 13 Jan 2024
Designing LLM Chains by Adapting Techniques from Crowdsourcing Workflows Madeleine Grunde-McLaughlin Michelle S. Lam Ranjay Krishna Daniel S. Weld Jeffrey Heer AI4CE 43 20 0 18 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 16 8 0 11 Dec 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022