Large Language Models are Not Stable Recommender Systems

Large Language Models are Not Stable Recommender Systems

25 December 2023

Hengshu Zhu

Papers citing "Large Language Models are Not Stable Recommender Systems"

10 / 10 papers shown

Title
FairEval: Evaluating Fairness in LLM-Based Recommendations with Personality Awareness Chandan Kumar Sah Xiaoli Lian Tony Xu Li Zhang 28 0 0 10 Apr 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
Cognitive Biases in Large Language Models: A Survey and Mitigation Experiments Yasuaki Sumita Koh Takeuchi Hisashi Kashima LRM 74 3 0 30 Nov 2024
DARG: Dynamic Evaluation of Large Language Models via Adaptive Reasoning Graph Zhehao Zhang Jiaao Chen Diyi Yang LRM 37 8 0 25 Jun 2024
Unifying Bias and Unfairness in Information Retrieval: A Survey of Challenges and Opportunities with Large Language Models Sunhao Dai Chen Xu Shicheng Xu Liang Pang Zhenhua Dong Jun Xu 48 65 0 17 Apr 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation Junda Wu Cheng-Chun Chang Tong Yu Zhankui He Jianing Wang Yupeng Hou Julian McAuley LRM RALM 39 20 0 11 Mar 2024
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
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
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 281 1,124 0 18 Apr 2021
Deep CTR Prediction in Display Advertising Junxuan Chen Baigui Sun Hao Li Hongtao Lu Xiansheng Hua 3DV 82 130 0 20 Sep 2016