Real crowd-sourced text annotations are used to test eight active learning techniques, showing their behavior under actual noisy labeling and refusals unlike simulated oracles.
Active learning with a noisy annotator
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An Analysis of Active Learning Algorithms using Real-World Crowd-sourced Text Annotations
Real crowd-sourced text annotations are used to test eight active learning techniques, showing their behavior under actual noisy labeling and refusals unlike simulated oracles.