Binary Classification with Positive Labeling Sources

This paper demonstrates that WEAPO, a Weak Supervision method for binary classification tasks with only positive labeling sources, is effective and efficient—achieving the highest performance of the tested Weak Supervision approaches in terms of label quality and final classifier accuracy on 10 benchmark datasets.