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Part-of-Speech Tagging for Twitter: Annotation, Features, and Experiments

Published 1 January 2010
Kevin Gimpel, Nathan Schneider, Brendan O’Connor, Dipanjan Das, Daniel S. Mills, Jacob Eisenstein
Citations488

TL;DR

A tagset is developed, data is annotated, features are developed, and results nearing 90% accuracy are reported on the problem of part-of-speech tagging for English data from the popular micro-blogging service Twitter.

Abstract

We address the problem of part-of-speech tagging for English data from the popular microblogging service Twitter.We develop a tagset, annotate data, develop features, and report tagging results nearing 90% accuracy.The data and tools have been made available to the research community with the goal of enabling richer text analysis of Twitter and related social media data sets.

Keywords

Computer Science