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Data Bias According to Bipol: Men are Naturally Right and It is the Role of Women to Follow Their Lead
April 9, 2024, 4:50 a.m. | Irene Pagliai, Goya van Boven, Tosin Adewumi, Lama Alkhaled, Namrata Gurung, Isabella S\"odergren, Elisa Barney
cs.CL updates on arXiv.org arxiv.org
Abstract: We introduce new large labeled datasets on bias in 3 languages and show in experiments that bias exists in all 10 datasets of 5 languages evaluated, including benchmark datasets on the English GLUE/SuperGLUE leaderboards. The 3 new languages give a total of almost 6 million labeled samples and we benchmark on these datasets using SotA multilingual pretrained models: mT5 and mBERT. The challenge of social bias, based on prejudice, is ubiquitous, as recent events with …
abstract arxiv benchmark bias cs.cl data data bias datasets english glue languages men role show type women
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