Evaluating ChatGPT as a Recommender System: A Rigorous Approach

7 September 2023

Dario Di Palma

Giovanni Maria Biancofiore

Papers citing "Evaluating ChatGPT as a Recommender System: A Rigorous Approach"

21 / 21 papers shown

Title
Memory Assisted LLM for Personalized Recommendation System Jiarui Chen 10 0 0 03 May 2025
Preserving Privacy and Utility in LLM-Based Product Recommendations Tina Khezresmaeilzadeh Jiang Zhang Dimitrios Andreadis Konstantinos Psounis 30 0 0 02 May 2025
How Good Are Large Language Models for Course Recommendation in MOOCs? Boxuan Ma Md Akib Zabed Khan Tianyuan Yang Agoritsa Polyzou Shiníchi Konomi AI4Ed 44 0 0 11 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 25 2 0 31 Mar 2025
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System Yashar Deldjoo T. D. Noia 75 18 0 24 Feb 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 66 19 0 17 Jan 2025
Large Language Models as Narrative-Driven Recommenders Lukas Eberhard Thorsten Ruprechter Denis Helic LRM 17 0 0 17 Oct 2024
A survey on the impact of AI-based recommenders on human behaviours: methodologies, outcomes and future directions Luca Pappalardo Emanuele Ferragina Salvatore Citraro Giuliano Cornacchia M. Nanni ... D. Gambetta Giovanni Mauro Virginia Morini Valentina Pansanella D. Pedreschi 29 8 0 29 Jun 2024
Navigating User Experience of ChatGPT-based Conversational Recommender Systems: The Effects of Prompt Guidance and Recommendation Domain Yizhe Zhang Yucheng Jin Li Chen Ting Yang 22 0 0 22 May 2024
Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems Chuang Li Yang Deng Hengchang Hu Min-Yen Kan Haizhou Li 21 7 0 03 May 2024
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency Yashar Deldjoo LRM VLM 27 24 0 19 Jan 2024
Empowering Few-Shot Recommender Systems with Large Language Models -- Enhanced Representations Zhoumeng Wang 11 5 0 21 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 11 8 0 11 Dec 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi G. D. S. P. Moreira Dong Wang Even Oldridge LRM 38 36 0 25 Oct 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 17 67 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 16 166 0 09 Jun 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 107 242 0 25 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 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 301 11,730 0 04 Mar 2022
A Systematic Evaluation of Large Language Models of Code Frank F. Xu Uri Alon Graham Neubig Vincent J. Hellendoorn ELM ALM 188 624 0 26 Feb 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 315 8,261 0 28 Jan 2022