Can Large Language Models Assess Serendipity in Recommender Systems?

被引:0
|
作者
Graduate School of Informatics and Engineering, The University of Electro-Communications, 1-5-1 Chofugaoka, Chofu, Tokyo [1 ]
182-8585, Japan
机构
来源
关键词
Benchmark datasets - Binary classification - Classification tasks - Language model - Large language model - Overspecialization - Predictive performance - Serendipity - User's preferences - Value judgement;
D O I
10.20965/jaciii.2024.p1263
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] Improving Recommender Systems with Large Language Models
    Lubos, Sebastian
    ADJUNCT PROCEEDINGS OF THE 32ND ACM CONFERENCE ON USER MODELING, ADAPTATION AND PERSONALIZATION, UMAP 2024, 2024, : 40 - 44
  • [2] Recommender Systems in the Era of Large Language Models (LLMs)
    Zhao Z.
    Fan W.
    Li J.
    Liu Y.
    Mei X.
    Wang Y.
    Wen Z.
    Wang F.
    Zhao X.
    Tang J.
    Li Q.
    IEEE Transactions on Knowledge and Data Engineering, 2024, 36 (11) : 1 - 20
  • [3] Retrieval-augmented Recommender System: Enhancing Recommender Systems with Large Language Models
    Di Palma, Dario
    PROCEEDINGS OF THE 17TH ACM CONFERENCE ON RECOMMENDER SYSTEMS, RECSYS 2023, 2023, : 1369 - 1373
  • [4] A survey of serendipity in recommender systems
    Kotkov, Denis
    Wang, Shuaiqiang
    Veijalainen, Jari
    KNOWLEDGE-BASED SYSTEMS, 2016, 111 : 180 - 192
  • [5] Overview of Serendipity in Recommender Systems
    Kotkov, Denis
    WEB ENGINEERING, ICWE 2024, 2024, 14629 : 453 - 457
  • [6] Diversity and Serendipity in Recommender Systems
    Zuva, Keneilwe
    Zuva, Tranos
    INTERNATIONAL CONFERENCE ON BIG DATA AND INTERNET OF THINGS (BDIOT 2017), 2017, : 120 - 124
  • [7] Challenges of Serendipity in Recommender Systems
    Kotkov, Denis
    Veijalainen, Jari
    Wang, Shuaiqiang
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON WEB INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 2 (WEBIST), 2016, : 251 - 256
  • [8] Large language models make sample-efficient recommender systems
    Jianghao Lin
    Xinyi Dai
    Rong Shan
    Bo Chen
    Ruiming Tang
    Yong Yu
    Weinan Zhang
    Zhang, Weinan (wnzhang@sjtu.edu.cn), 2025, 19 (04)
  • [9] Large Language Models are Zero-Shot Rankers for Recommender Systems
    Hou, Yupeng
    Zhang, Junjie
    Lin, Zihan
    Lu, Hongyu
    Xie, Ruobing
    McAuley, Julian
    Zhao, Wayne Xin
    ADVANCES IN INFORMATION RETRIEVAL, ECIR 2024, PT II, 2024, 14609 : 364 - 381
  • [10] An investigation on the serendipity problem in recommender systems
    de Gemmis, Marco
    Lops, Pasquale
    Semeraro, Giovanni
    Musto, Cataldo
    INFORMATION PROCESSING & MANAGEMENT, 2015, 51 (05) : 695 - 717