A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System

Fairness in recommender systems,

M. D. Ekstrand, A. Das, R. Burke, F. Diaz, · 2012

Earlier work this paper cites.

User-oriented fairness in recommendation,

Y. Li, H. Chen, Z. Fu, Y. Ge, Y. Zhang, · 2021

Earlier work this paper cites.

Fairness in information access systems,

M. D. Ekstrand, A. Das, R. Burke, F. Diaz, · 2022

Earlier work this paper cites.

Consumer fairness in recommender systems: Contextualizing definitions and mitigations,

L. Boratto, G. Fenu, M. Marras, G. Medda, · 2022

Earlier work this paper cites.

Large language models as zero-shot conversational recommenders,

Z. He, Z. Xie, R. Jha, H. Steck, D. Liang, Y. Feng, B. P. Majumder, N. Kallus, J. McAuley, · 2023

Cited alongside, same era.

Is chatgpt fair for recommendation? evaluating fairness in large language model recommendation,

J. Zhang, K. Bao, Y. Zhang, W. Wang, F. Feng, X. He, · 2023

Cited alongside, same era.

Fairness in recommender systems: research landscape and future directions,

Y. Deldjoo, D. Jannach, A. Bellogin, A. Difonzo, D. Zanzonelli, · 2024

Cited alongside, same era.

A review of modern recommender systems using generative models (gen-recsys),

Y. Deldjoo, Z. He, J. McAuley, A. Korikov, S. Sanner, A. Ramisa, R. Vidal, M. Sathiamoorthy, A. Kasirzadeh, S. Milano, · 2024

Closest in time.

Cfairllm: Consumer fairness evaluation in large-language model recommender system,

Original

Y. Deldjoo, T. Di Noia, · 2024

Closest in time.

Understanding biases in chatgpt-based recommender systems: Provider fairness, temporal stability, and recency,

Original

Y. Deldjoo, · 2024

Closest in time.