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CNN-Based Offensive Language Detection

    Jian Xi, Michael Spranger, Dirk Labudde

konvens 2018 - GermEval Proceedings, pp. 125-129, 2018/10/02

14th Conference on Natural Language Processing - KONVENS 2018


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Abstract

Sentiment analysis of short social media texts is a challenging task due to limited contextual information and noise in texts. We present a deep convolutional model that utilizes unsupervised pre-trained word embeddings to detect offensive texts. Unfortunately, the model cannot outperform the baseline model in task-1 of the Germeval Task 2018 in terms of the F1-measure.