Selective Classification Python Packages

actseal

Test frozen model decision policies with risk/coverage bounds, provider-fault checks and offline replay.

scikit-fallback

Reliable and Efficient Selective Machine Learning

low-resource-nlp-toolkit

Selective language routing and code-switch audits, evaluated on a reproducible AfriSenti benchmark.