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Neurall network models have become increasingly popular for text classification in recent years. In particular, the emergence of word embeddings within deep learning architecture has recently attracted a high level of attention amongst researchers.
Chen, H., McKeever, S. & Delany, S. (2017). Abusive text detection using neural networks. CEUR Workshop Proceedings.