ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation

22 August 2023

Jianghao Lin

Ruiming Tang

Yong Yu

Weinan Zhang

LRM

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Papers citing "ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation"

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Title
Does Knowledge Distillation Matter for Large Language Model based Bundle Generation? Kaidong Feng Zhu Sun Jie Yang Hui Fang Xinghua Qu Wei Liu 48 0 0 24 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 24 0 0 23 Apr 2025
CHIME: A Compressive Framework for Holistic Interest Modeling Yong Bai Rui Xiang Kaiyuan Li Yongxiang Tang Yanhua Cheng Xialong Liu Peng Jiang Kun Gai 29 0 0 09 Apr 2025
User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems Jianling Wang Yifan Liu Yinghao Sun Xuejian Ma Yueqi Wang ... Onkar Dalal Ed Chi Lichan Hong Ningren Han Haokai Lu 28 0 0 07 Apr 2025
MSL: Not All Tokens Are What You Need for Tuning LLM as a Recommender Bohao Wang Feng Liu Jiawei Chen Xingyu Lou Changwang Zhang Jun Wang Yuegang Sun Yan Feng Cheng Chen C. Wang 32 1 0 05 Apr 2025
RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning Sichun Luo Jian Xu Xiaotian Zhang Linrong Wang Sicong Liu Hanxu Hou Linqi Song RALM 3DV LRM 84 0 0 26 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 90 1 0 07 Mar 2025
Towards An Efficient LLM Training Paradigm for CTR Prediction Allen Lin Renqin Cai Yun He Hanchao Yu Jing Qian Rui Li Qifan Wang James Caverlee 39 0 0 02 Mar 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 79 18 0 17 Jan 2025
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit Huixue Zhou Hengrui Gu Xi Liu Kaixiong Zhou Mingfu Liang ... Wen-Yen Chen Yiping Han Bo Long Rui Zhang Tianlong Chen 3DV 48 1 0 04 Jan 2025
Leveraging Memory Retrieval to Enhance LLM-based Generative Recommendation Chengbing Wang Yuhang Zhang Fengbin Zhu Jizhi Zhang Tianhao Shi Fuli Feng RALM 31 0 0 23 Dec 2024
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 116 0 0 25 Nov 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 97 1 0 22 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 84 2 0 20 Nov 2024
ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning Millennium Bismay Xiangjue Dong James Caverlee LRM 39 3 0 30 Oct 2024
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems Ziqiang Cui Yunpeng Weng Xing Tang Fuyuan Lyu Dugang Liu Xiuqiang He Chen Ma 41 3 0 16 Oct 2024
Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information Xinyu Zhang Linmei Hu Luhao Zhang Dandan Song Heyan Huang Liqiang Nie 65 0 0 03 Sep 2024
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding Yunjia Xi Hangyu Wang Bo Chen Jianghao Lin Menghui Zhu Wei Liu Ruiming Tang Zhewei Wei Wenbo Zhang Yong Yu OffRL 92 4 0 11 Aug 2024
Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation Jiachen Zhu Jianghao Lin Xinyi Dai Bo Chen Rong Shan Jieming Zhu Ruiming Tang Yong Yu Weinan Zhang OffRL 43 3 0 07 Aug 2024
SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model Lingyue Fu Hao Guan Kounianhua Du J. Lin Wei Xia Weinan Zhang Ruiming Tang Yasheng Wang Yong Yu AI4Ed KELM RALM 39 4 0 01 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 53 28 0 28 Jun 2024
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan 48 3 0 19 Jun 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 34 24 0 13 Jun 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 35 5 0 04 Jun 2024
LLMs for User Interest Exploration in Large-scale Recommendation Systems Jianling Wang Haokai Lu Yifan Liu He Ma Yueqi Wang ... Ningren Han Shuchao Bi Lexi Baugher Ed H. Chi Minmin Chen 37 5 0 25 May 2024
DisCo: Towards Harmonious Disentanglement and Collaboration between Tabular and Semantic Space for Recommendation Kounianhua Du Jizheng Chen Jianghao Lin Yunjia Xi Hangyu Wang Xinyi Dai Bo Chen Ruiming Tang Weinan Zhang 27 7 0 20 May 2024
Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application Jian Jia Yipei Wang Yan Li Honggang Chen Xuehan Bai ... Jian Liang Quan Chen Han Li Peng Jiang Kun Gai KELM 43 7 0 07 May 2024
Can Small Language Models be Good Reasoners for Sequential Recommendation? Yuling Wang Changxin Tian Binbin Hu Yanhua Yu Ziqi Liu Qing Cui Jun Zhou Liang Pang Xiao Wang LRM 45 24 0 07 Mar 2024
Towards Efficient and Effective Unlearning of Large Language Models for Recommendation Hangyu Wang Jianghao Lin Bo Chen Yang Yang Ruiming Tang Weinan Zhang Yong Yu MU 36 9 0 06 Mar 2024
DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation Yu Wang Zhiwei Liu Jianguo Zhang Weiran Yao Shelby Heinecke Philip S. Yu AI4TS LRM 29 34 0 18 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 25 8 0 11 Dec 2023
ClickPrompt: CTR Models are Strong Prompt Generators for Adapting Language Models to CTR Prediction Jianghao Lin Bo Chen Hangyu Wang Yunjia Xi Yanru Qu Xinyi Dai Kangning Zhang Ruiming Tang Yong Yu Weinan Zhang 60 30 0 13 Oct 2023
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems Junjie Zhang Yupeng Hou Ruobing Xie Wenqi Sun Julian McAuley Wayne Xin Zhao Leyu Lin Ji-Rong Wen LLMAG 22 67 0 13 Oct 2023
CodeApex: A Bilingual Programming Evaluation Benchmark for Large Language Models Lingyue Fu Huacan Chai Shuang Luo Kounianhua Du Weiming Zhang ... Jingkuan Wang Siyuan Qi Kangning Zhang Weinan Zhang Yong Yu ELM 16 9 0 05 Sep 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 32 71 0 03 Sep 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 30 196 0 09 Jun 2023
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach Junjie Zhang Ruobing Xie Yupeng Hou Wayne Xin Zhao Leyu Lin Ji-Rong Wen 27 201 0 11 May 2023
Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System Yunfan Gao Tao Sheng Youlin Xiang Yun Xiong Haofen Wang Jiawei Zhang RALM KELM 129 265 0 25 Mar 2023
Learning Vector-Quantized Item Representation for Transferable Sequential Recommenders Yupeng Hou Zhankui He Julian McAuley Wayne Xin Zhao 68 124 0 22 Oct 2022
PTab: Using the Pre-trained Language Model for Modeling Tabular Data Guangyi Liu Jie-jin Yang Ledell Yu Wu LMTD 65 34 0 15 Sep 2022
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 124 270 0 05 Oct 2021