Toward Automatic Understanding of the Function of Affective Language in Support Groups

October 06, 2016 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Amit Navindgi, Caroline Brun, Cรฉcile Boulard Masson, Scott Nowson arXiv ID 1610.01910 Category cs.CL: Computation & Language Citations 4 Venue arXiv.org Last Checked 5 months ago
Abstract
Understanding expressions of emotions in support forums has considerable value and NLP methods are key to automating this. Many approaches understandably use subjective categories which are more fine-grained than a straightforward polarity-based spectrum. However, the definition of such categories is non-trivial and, in fact, we argue for a need to incorporate communicative elements even beyond subjectivity. To support our position, we report experiments on a sentiment-labelled corpus of posts taken from a medical support forum. We argue that not only is a more fine-grained approach to text analysis important, but simultaneously recognising the social function behind affective expressions enable a more accurate and valuable level of understanding.
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