"fairness evaluation" Papers

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DPA: A one-stop metric to measure bias amplification in classification datasets

Bhanu Tokas, Rahul Nair, Hannah Kerner

NEURIPS 2025arXiv:2412.11060
1
citations

FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs

Zhiting Fan, Ruizhe Chen, Tianxiang Hu et al.

ICLR 2025arXiv:2410.19317
37
citations

Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varieties

Jiyoung Lee, Seungho Kim, Jieun Han et al.

NEURIPS 2025arXiv:2505.20875
3
citations

Large Language Models are Geographically Biased

Rohin Manvi, Samar Khanna, Marshall Burke et al.

ICML 2024oralarXiv:2402.02680
93
citations

Position: TrustLLM: Trustworthiness in Large Language Models

Yue Huang, Lichao Sun, Haoran Wang et al.

ICML 2024