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On the Fragility of Active Learners
The impact of this study is in its insights for a practitioner: (a) the choice of text representation and classifier is as important as that of an AL technique, (b) choice of the right metric is critical in assessment of the latter, and, finally, (c) reported AL results must be holistically interpreted, accounting for variables other than just the query strategy.
Are Good Explainers Secretly Human-in-the-Loop Active Learners?
We argue that this is equivalent to Active Learning, where the query strategy involves a human-in-the-loop.
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