Feature/wino bias #762
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Feature/wino bias #762
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Description
This PR is designed to assess gender-based occupational stereotypes within a new set of tests called the wino-bias category, specifically designed for Hugging Face fill-mask models like BERT, RoBERTa-base, and similar models. Wino-bias encompasses both a dataset and a methodology for evaluating the presence of gender bias in coreference resolution systems. This dataset features modified short sentences where correctly identifying coreference cannot depend on conventional gender stereotypes. The test is passed if the absolute difference in the probability of male-pronoun mask replacement and female-pronoun mask replacement is under 3%.
Fixes : #730
Tutorial Notebook Wino-Bias
Usage
harness = Harness(task="wino-bias", model={"model" : "bert-base-uncased", "hub":"huggingface" } , data = {"data_source":"Wino-test"}, config="wino_config.yml")Screenshot