Title
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency Yashar Deldjoo LRM VLM 51 36 0 19 Jan 2024
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap Xingyu Wu Sheng-hao Wu Jibin Wu Liang Feng Kay Chen Tan ELM 51 59 0 18 Jan 2024
Unveiling Bias in Fairness Evaluations of Large Language Models: A Critical Literature Review of Music and Movie Recommendation Systems Chandan Kumar Sah Xiaoli Lian Muhammad Mirajul Islam 32 7 0 08 Jan 2024
Large Language Models for Generative Information Extraction: A Survey Derong Xu Wei-neng Chen Wenjun Peng Chao Zhang Tong Xu Xiangyu Zhao Xian Wu Yefeng Zheng Yang Wang Enhong Chen 51 146 0 29 Dec 2023
Large Language Models are Not Stable Recommender Systems Tianhui Ma Yuan Cheng Hengshu Zhu Hui Xiong 16 13 0 25 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 30 8 0 11 Dec 2023
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation Xinhang Li Chong Chen Xiangyu Zhao Yong Zhang Chunxiao Xing 92 43 0 05 Dec 2023
A Survey on Large Language Models for Personalized and Explainable Recommendations Junyi Chen LRM 138 12 0 21 Nov 2023
Knowledge Plugins: Enhancing Large Language Models for Domain-Specific Recommendations Jing Yao Wei Xu Jianxun Lian Xiting Wang Xiaoyuan Yi Xing Xie ALM 33 18 0 16 Nov 2023
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 29 38 0 10 Nov 2023
Prompt Cache: Modular Attention Reuse for Low-Latency Inference In Gim Guojun Chen Seung-seob Lee Nikhil Sarda Anurag Khandelwal Lin Zhong 42 76 0 07 Nov 2023
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential Recommendation Mingjia Yin Hao Wang Xiang Xu Likang Wu Sirui Zhao Wei Guo Yong Liu Ruiming Tang Defu Lian Enhong Chen LMTD AI4TS HAI 49 25 0 06 Nov 2023
Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers Weiwei Sun Zheng Chen Xinyu Ma Lingyong Yan Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Zhaochun Ren ALM 37 19 0 02 Nov 2023
Embedding in Recommender Systems: A Survey Xiangyu Zhao Maolin Wang Xinjian Zhao Jiansheng Li Shucheng Zhou Dawei Yin Qing Li Jiliang Tang Ruocheng Guo AI4TS 38 10 0 28 Oct 2023
Disentangled Representation Learning with Large Language Models for Text-Attributed Graphs Yi Qin Xin Wang Ziwei Zhang Wenwu Zhu AI4CE 22 29 0 27 Oct 2023
LightLM: A Lightweight Deep and Narrow Language Model for Generative Recommendation Kai Mei Yongfeng Zhang VLM 105 11 0 26 Oct 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
Representation Learning with Large Language Models for Recommendation Xubin Ren Wei Wei Lianghao Xia Lixin Su Suqi Cheng Junfeng Wang Dawei Yin Chao Huang 47 155 0 24 Oct 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 32 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 68 0 13 Oct 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
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents Yubo Shu Haonan Zhang Hansu Gu Peng Zhang Tun Lu Dongsheng Li Ning Gu 27 14 0 19 Aug 2023
KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification Likang Wu Junji Jiang Hongke Zhao Hao Wang Defu Lian Mengdi Zhang Enhong Chen 22 4 0 15 Aug 2023
A Large Language Model Enhanced Conversational Recommender System Yue Feng Shuchang Liu Zhenghai Xue Qingpeng Cai Lantao Hu Peng Jiang Kun Gai Fei Sun LRM 16 40 0 11 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 35 111 0 31 Jul 2023
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation Wei Jin Haitao Mao Zheng Li Haoming Jiang Cheng-hsin Luo ... Suhang Wang Yizhou Sun Jiliang Tang Bing Yin Xianfeng Tang AI4TS 49 38 0 19 Jul 2023
Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models Yuheng Huang Jiayang Song Zhijie Wang Shengming Zhao Huaming Chen Felix Juefei-Xu Lei Ma 28 6 0 16 Jul 2023
Exploring Large Language Model for Graph Data Understanding in Online Job Recommendations Likang Wu Zhaopeng Qiu Zhi Zheng Hengshu Zhu Enhong Chen 16 78 0 10 Jul 2023
Generative Job Recommendations with Large Language Model Zhi Zheng Zhaopeng Qiu Xiao Hu Likang Wu Hengshu Zhu Hui Xiong 17 19 0 05 Jul 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
Recognizing Unseen Objects via Multimodal Intensive Knowledge Graph Propagation Likang Wu Zhi Li Hongke Zhao Zhe-Feng Wang Qi Liu Baoxing Huai N. Yuan Enhong Chen 37 7 0 14 Jun 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 30 197 0 09 Jun 2023
Large Language Models are Zero-Shot Rankers for Recommender Systems Yupeng Hou Junjie Zhang Zihan Lin Hongyu Lu Ruobing Xie Julian McAuley Wayne Xin Zhao LRM ALM 33 301 0 15 May 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 37 202 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 132 266 0 25 Mar 2023
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation Megan Leszczynski Shu Zhen Zhang Ravi Ganti K. Balog Filip Radlinski Fernando Pereira Arun Tejasvi Chaganty 28 8 0 27 Jan 2023
Learning Vector-Quantized Item Representation for Transferable Sequential Recommenders Yupeng Hou Zhankui He Julian McAuley Wayne Xin Zhao 68 125 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 369 12,081 0 04 Mar 2022
Towards Continual Knowledge Learning of Language Models Joel Jang Seonghyeon Ye Sohee Yang Joongbo Shin Janghoon Han Gyeonghun Kim Stanley Jungkyu Choi Minjoon Seo CLL KELM 233 151 0 07 Oct 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,125 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,872 0 18 Apr 2021
Training Large-Scale News Recommenders with Pretrained Language Models in the Loop Shitao Xiao Zheng Liu Yingxia Shao Tao Di Xing Xie VLM AIFin 127 41 0 18 Feb 2021