Community Member Retrieval on Social Media Using Textual Information

Aaron Jaech,Shobhit Hathi,Mari Ostendorf

Published 2018 in North American Chapter of the Association for Computational Linguistics

ABSTRACT

This paper addresses the problem of community membership detection using only text features in a scenario where a small number of positive labeled examples defines the community. The solution introduces an unsupervised proxy task for learning user embeddings: user re-identification. Experiments with 16 different communities show that the resulting embeddings are more effective for community membership identification than common unsupervised representations.

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