Code-switching patterns can be an effective route to improve performance of downstream NLP applications: A case study of humour, sarcasm and hate speech detection

In this paper we demonstrate how code-switching patterns can be utilised to improve various downstream NLP applications. In particular, we encode different switching features to improve humour, sarcasm and hate speech detection tasks. We believe that this simple linguistic observation can also be po...

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Hauptverfasser: Bansal, Srijan, Garimella, Vishal, Suhane, Ayush, Patro, Jasabanta, Mukherjee, Animesh
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Sprache:eng
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Zusammenfassung:In this paper we demonstrate how code-switching patterns can be utilised to improve various downstream NLP applications. In particular, we encode different switching features to improve humour, sarcasm and hate speech detection tasks. We believe that this simple linguistic observation can also be potentially helpful in improving other similar NLP applications.
DOI:10.48550/arxiv.2005.02295