2025 "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 2025posterarXiv:2412.11060
1
citations

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

Zhiting Fan, Ruizhe Chen, Tianxiang Hu et al.

ICLR 2025posterarXiv:2410.19317
35
citations

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

Jiyoung Lee, Seungho Kim, Jieun Han et al.

NEURIPS 2025posterarXiv:2505.20875
2
citations