Integrating Summarization and Retrieval for Enhanced Personalization via
Large Language Models

Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models

30 October 2023

Chris Richardson

Kellen Gillespie

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Papers citing "Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models"

14 / 14 papers shown

Title
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents Piaohong Wang Motong Tian Jiaxian Li Yuan Liang Y. X. R. Wang ... Tiannan Wang Zhicong Lu Jiawei Ma Yuchen Eleanor Jiang Wangchunshu Zhou 234 0 0 17 Nov 2025
Tagging the Thought: Unlocking Personalization Reasoning via Reinforcement Learning Song Jin J. Zhang Y. Liu Xun Zhang Yufei Zhang Fei Jiang Guojun Yin Wei Lin Rui Yan OffRL LRM 166 1 0 27 Sep 2025
Personas within Parameters: Fine-Tuning Small Language Models with Low-Rank Adapters to Mimic User Behaviors Himanshu Thakur Eshani Agrawal Smruthi Mukund 90 2 0 18 Aug 2025
CoSteer: Collaborative Decoding-Time Personalization via Local Delta Steering Hang Lv Sheng Liang Hao Wang Hongchao Gu Yaxiong Wu Wei Guo Defu Lian Yong Liu Tong Xu 137 3 0 07 Jul 2025
PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Meiling Tao Chenghao Zhu Dongyi Ding Tiannan Wang Yuchen Eleanor Jiang Wangchunshu Zhou 230 4 0 15 Jun 2025
RPM: Reasoning-Level Personalization for Black-Box Large Language Models Jieyong Kim Kwangwook Seo Soojin Yoon Jaehyung Kim Dongha Lee LRM 496 2 0 27 May 2025
Teaching Language Models to Evolve with Users: Dynamic Profile Modeling for Personalized Alignment Weixiang Zhao Xingyu Sui Yulin Hu Jiahe Guo Haixiao Liu Biye Li Yanyan Zhao Bing Qin Ting Liu OffRL 356 10 0 21 May 2025
Language Model Personalization via Reward Factorization Idan Shenfeld Felix Faltings Pulkit Agrawal Aldo Pacchiano 292 8 0 08 Mar 2025
PersonaX: A Recommendation Agent Oriented User Modeling Framework for Long Behavior SequenceAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yunxiao Shi Wujiang Xu Zeqi Zhang Xing Zi Qiang Wu Min Xu 347 9 0 04 Mar 2025
Personalize Your LLM: Fake it then Align itNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Yijing Zhang Dyah Adila Changho Shin Frederic Sala 445 6 0 02 Mar 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 Tat-Seng Chua Irwin King LM&MA 305 29 0 17 Feb 2025
Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs Changhao Li Yuchen Zhuang Rushi Qiang Haotian Sun H. Dai Chao Zhang Bo Dai LRM 240 6 0 28 Oct 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 233 43 0 05 Jun 2024
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 319 19 0 11 Dec 2023