Code and models are available at: https://github.com/drimpossible/Sampling-Bias-Active-Learning * indicates equal contribution † Work done at Verisk | AI Deep neural networks (DNNs) trained on large datasets provide state-of-the-art results on various NLP problems (Devlin et al., 2019) including text classification (Howard and Ruder, 2018).
the cost and time needed to get labeled data and to train models is a serious impediment to creating new and/or better models.