SyntaxNet Models for the CoNLL 2017 Shared Task

March 15, 2017 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Chris Alberti, Daniel Andor, Ivan Bogatyy, Michael Collins, Dan Gillick, Lingpeng Kong, Terry Koo, Ji Ma, Mark Omernick, Slav Petrov, Chayut Thanapirom, Zora Tung, David Weiss arXiv ID 1703.04929 Category cs.CL: Computation & Language Citations 33 Venue arXiv.org Last Checked 4 months ago
Abstract
We describe a baseline dependency parsing system for the CoNLL2017 Shared Task. This system, which we call "ParseySaurus," uses the DRAGNN framework [Kong et al, 2017] to combine transition-based recurrent parsing and tagging with character-based word representations. On the v1.3 Universal Dependencies Treebanks, the new system outpeforms the publicly available, state-of-the-art "Parsey's Cousins" models by 3.47% absolute Labeled Accuracy Score (LAS) across 52 treebanks.
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