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Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems

Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems

29 September 2024
Xuyang Wu
Shuowei Li
Hsin-Tai Wu
Zhiqiang Tao
Yi Fang
ArXivPDFHTML

Papers citing "Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems"

7 / 7 papers shown
Title
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets
Lorenz Brehme
Thomas Ströhle
Ruth Breu
65
0
0
28 Apr 2025
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey
Aoran Gan
Hao Yu
Kai Zhang
Qi Liu
Wenyu Yan
Zhenya Huang
Shiwei Tong
Guoping Hu
RALM
3DV
43
0
0
21 Apr 2025
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation
Z. Zhang
Ning Li
Qi Liu
Rui Li
W. Gao
Qingyang Mao
Zhenya Huang
Baosheng Yu
Dacheng Tao
RALM
39
0
0
11 Apr 2025
Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge Retrieval
Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge Retrieval
Karanbir Singh
William Ngu
36
0
0
27 Mar 2025
Gender Encoding Patterns in Pretrained Language Model Representations
Mahdi Zakizadeh
Mohammad Taher Pilehvar
48
0
0
09 Mar 2025
Mitigating Bias in RAG: Controlling the Embedder
Mitigating Bias in RAG: Controlling the Embedder
Taeyoun Kim
Jacob Mitchell Springer
Aditi Raghunathan
Maarten Sap
58
1
0
24 Feb 2025
Evaluating the Effect of Retrieval Augmentation on Social Biases
Evaluating the Effect of Retrieval Augmentation on Social Biases
Tianhui Zhang
Yi Zhou
Danushka Bollegala
38
0
0
24 Feb 2025
1