ALScope provides a unified deep active learning benchmark across CV and NLP under standard, open-set, and imbalanced settings, and finds that no algorithm consistently dominates and non-standard settings remain unsolved.
Figure 4: A screenshot of an experiment log
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ALScope: A Unified Toolkit for Deep Active Learning
ALScope provides a unified deep active learning benchmark across CV and NLP under standard, open-set, and imbalanced settings, and finds that no algorithm consistently dominates and non-standard settings remain unsolved.