Large Language Models are Zero-Shot Rankers for Recommender Systems

15 May 2023

Papers citing "Large Language Models are Zero-Shot Rankers for Recommender Systems"

50 / 56 papers shown

Title
Batched Self-Consistency Improves LLM Relevance Assessment and Ranking Anton Korikov Pan Du Scott Sanner Navid Rekabsaz 9 0 0 18 May 2025
The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations Cedric Waterschoot N. Tintarev Francesco Barile 49 0 0 08 May 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 31 0 0 07 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 34 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
Uncovering Cross-Domain Recommendation Ability of Large Language Models Xinyi Liu Ruijie Wang Dachun Sun Dilek Hakkani-Tur Tarek F. Abdelzaher 174 0 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
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System Yashar Deldjoo Tommaso Di Noia 91 21 0 24 Feb 2025
Taxonomy-Guided Zero-Shot Recommendations with LLMs Yueqing Liang Liangwei Yang Chen Wang Xiongxiao Xu Philip S. Yu Kai Shu 72 6 0 21 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 86 2 0 14 Feb 2025
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models Can Jin Hongwu Peng Anxiang Zhang Nuo Chen Jiahui Zhao ... Keqin Li Shuya Feng Kai Zhong Caiwen Ding Dimitris N. Metaxas 103 2 0 02 Feb 2025
Knowledge Graph Enhanced Language Agents for Recommendation Taicheng Guo Chaochun Liu Hai Wang Varun Mannam Fang Wang Xin Chen Xiangliang Zhang Chandan K. Reddy 52 2 0 28 Jan 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 17 0 28 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 85 18 0 17 Jan 2025
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 123 70 0 25 Nov 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 100 1 0 22 Nov 2024
Diversity Helps Jailbreak Large Language Models Weiliang Zhao Daniel Ben-Levi Wei Hao Junfeng Yang Chengzhi Mao AAML 173 1 0 06 Nov 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 43 3 0 16 Oct 2024
Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations Luyi Ma Xiaohan Li Zezhong Fan Kai Zhao Jianpeng Xu Praveen Kanumala Kaushiki Nag Sushant Kumar Sushant Kumar Kannan Achan 49 4 0 16 Oct 2024
Text2Traj2Text: Learning-by-Synthesis Framework for Contextual Captioning of Human Movement Trajectories Hikaru Asano Ryo Yonetani Taiki Sekii Hiroki Ouchi 77 0 0 19 Sep 2024
TravelAgent: An AI Assistant for Personalized Travel Planning Aili Chen Xuyang Ge Ziquan Fu Yanghua Xiao Jiangjie Chen LLMAG 48 8 0 12 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 61 7 0 19 Aug 2024
Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation Yuyang Ye Zhi Zheng Yishan Shen Tianshu Wang Hengruo Zhang Peijun Zhu Runlong Yu Kai Zhang Hui Xiong 42 8 0 19 Aug 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 95 4 0 11 Aug 2024
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 44 32 0 20 Jun 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 37 0 0 07 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 51 15 0 05 Jun 2024
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations Hai-Dang Kieu Minh-Duc Nguyen T. Nguyen Dung D. Le RALM LRM 79 2 0 30 May 2024
Don't Forget to Connect! Improving RAG with Graph-based Reranking Jialin Dong Bahare Fatemi Bryan Perozzi Lin F. Yang Anton Tsitsulin 58 25 0 28 May 2024
Towards Completeness-Oriented Tool Retrieval for Large Language Models Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen KELM 31 7 0 25 May 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation Zhankui He Zhouhang Xie Harald Steck Dawen Liang Rahul Jha Nathan Kallus Julian McAuley 34 6 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 8 0 07 May 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Y. Ong LRM 38 10 0 02 Apr 2024
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 34 19 0 13 Mar 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 26 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 51 17 0 28 Feb 2024
Prediction-Powered Ranking of Large Language Models Ivi Chatzi Eleni Straitouri Suhas Thejaswi Manuel Gomez Rodriguez ALM 29 5 0 27 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
LitLLM: A Toolkit for Scientific Literature Review Shubham Agarwal I. Laradji Laurent Charlin Christopher Pal Krishnamurthy DJ Dvijotham Jason Stanley Laurent Charlin Christopher Pal 38 21 0 02 Feb 2024
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 46 3 0 16 Nov 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi Gabriel de Souza 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 Keli Zhang Bryan Hooi Roger Zimmermann AI4TS 27 77 0 15 Oct 2023
MuseChat: A Conversational Music Recommendation System for Videos Zhikang Dong Bin Chen Xiulong Liu Paweł Polak Peng Zhang LRM 45 26 0 10 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
RecMind: Large Language Model Powered Agent For Recommendation Yancheng Wang Ziyan Jiang Zheng Chen Fan Yang Yingxue Zhou Eunah Cho Xing Fan Xiaojiang Huang Yanbin Lu Yingzhen Yang LLMAG LM&Ro LRM 39 86 0 28 Aug 2023
Large Language Models Sensitivity to The Order of Options in Multiple-Choice Questions Pouya Pezeshkpour Estevam R. Hruschka LRM 20 131 0 22 Aug 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 82 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 63 311 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