On realistic, high-cardinality, imbalanced text tasks, weak supervision beats supervised learning until supervised training has over 1,000 labeled examples.
Legal-bert: The muppets straight out of law school, 2020
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Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks
On realistic, high-cardinality, imbalanced text tasks, weak supervision beats supervised learning until supervised training has over 1,000 labeled examples.