Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach

11 May 2023

Papers citing "Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach"

29 / 29 papers shown

Title
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Zhicheng Dou OffRL LRM 39 0 0 13 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 31 0 0 06 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 47 2 0 31 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 76 2 0 10 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 44 0 0 02 Mar 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 111 0 0 13 Feb 2025
Large Language Model Distilling Medication Recommendation Model Qidong Liu Xian Wu Xiangyu Zhao Yuanshao Zhu Zijian Zhang Feng Tian Yefeng Zheng LM&MA 94 16 0 28 Jan 2025
360Brew: A Decoder-only Foundation Model for Personalized Ranking and Recommendation Hamed Firooz Maziar Sanjabi Adrian Englhardt Aman Gupta Ben Levine ... Xiaoling Zhai Ya Xu Yu Wang Yun Dai Yun Dai ALM 47 3 0 27 Jan 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 Zhicheng Dou 82 18 0 17 Jan 2025
LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation Shutong Qiao Chen Gao Wei Yuan Yong Li Hongzhi Yin 44 2 0 14 Nov 2024
GPT for Games: An Updated Scoping Review (2020-2024) Daijin Yang Erica Kleinman Casper Harteveld LLMAG AI4TS AI4CE 48 3 0 01 Nov 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation Xiaoyu Kong Jiancan Wu An Zhang Leheng Sheng Hui Lin Xiang Wang Xiangnan He AI4TS 58 5 0 19 Aug 2024
EventChat: Implementation and user-centric evaluation of a large language model-driven conversational recommender system for exploring leisure events in an SME context Hannes Kunstmann J. Ollier Joel Persson F. Wangenheim 37 0 0 05 Jul 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 48 24 0 07 Mar 2024
On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models Xinpeng Wang Shitong Duan Xiaoyuan Yi Jing Yao Shanlin Zhou Zhihua Wei Peng Zhang Dongkuan Xu Maosong Sun Xing Xie OffRL 41 16 0 07 Mar 2024
Prospect Personalized Recommendation on Large Language Model-based Agent Platform Jizhi Zhang Keqin Bao Wenjie Wang Yang Zhang Wentao Shi Wanhong Xu Fuli Feng Tat-Seng Chua LLMAG 48 16 0 28 Feb 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Aman Chadha LRM 28 13 0 11 Feb 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 70 4 0 02 Feb 2024
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi G. D. S. P. Moreira Dong Wang Even Oldridge LRM 46 36 0 25 Oct 2023
UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting Xu Liu Junfeng Hu Yuan N. Li Shizhe Diao Yuxuan Liang Bryan Hooi Roger Zimmermann AI4TS 27 76 0 15 Oct 2023
Evaluating ChatGPT as a Recommender System: A Rigorous Approach Dario Di Palma Giovanni Maria Biancofiore Vito Walter Anelli Fedelucio Narducci Tommaso Di Noia E. Sciascio ALM 46 27 0 07 Sep 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 40 78 0 22 Aug 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 63 309 0 05 Jul 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 132 265 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
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 330 11,953 0 04 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 392 8,495 0 28 Jan 2022