Tag: programmatic

Reliable Programmatic Weak Supervision with Confidence Intervals for Label Probabilities arXiv:2508.03896v1 Announce Type: new Abstract: The accurate labeling of datasets is often both costly and time-consuming. Given an unlabeled dataset, programmatic weak supervision obtains probabilistic predictions for the labels by leveraging multiple weak labeling functions (LFs) that provide rough guesses for labels. Weak LFs commonly…