A 4.6 million-experiment grid across 92 datasets and 28 strategy implementations shows that active learning hyperparameters, and especially the software library behind a strategy, can change which methods look best.
A web survey on the use of active learning to support annotation of text data,
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Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid
A 4.6 million-experiment grid across 92 datasets and 28 strategy implementations shows that active learning hyperparameters, and especially the software library behind a strategy, can change which methods look best.