Selective Classification Can Magnify Disparities Across Groups
The Stanford AI Lab Blog
OCTOBER 13, 2021
This makes selective classification a compelling tool for ML practitioners 6 7. In Association for Computational Linguistics (ACL), pp. Across a range of applications from vision 1 2 3 and NLP 4 5 , even simple selective classifiers, relying only on model logits, routinely and often dramatically improve accuracy by abstaining.
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