Marco A. Valenzuela-Escarcega

Active Learning Design Choices for NER with Transformers

We explore multiple important choices that have not been analyzed in conjunction regarding active learning for token classification using transformer networks. These choices are: (i) how to select what to annotate, (ii) decide whether to annotate entire sentences or smaller sentence fragments, (iii)…