Data Programming using Continuous and Quality-Guided Labeling Functions
Table 3: Overall Results (F1) with predictions from various generative models contrasted with the Majority baseline.
['[EMPTY]', 'Spouse', 'CDR', 'SMS', 'Ion', 'Iris', 'Dedup']
(i) Majority: This is a simple baseline, wherein, the label on which a majority of the LFs show agreement is the inferred consensus label. (ii) Snorkel: (iii) CAGE−C−G: (iv) CAGE−C: Our model with quality guides but