Hierarchical Character-Word Models for Language Identification
August 10, 2016 ยท Declared Dead ยท ๐ SocialNLP@EMNLP
"No code URL or promise found in abstract"
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Authors
Aaron Jaech, George Mulcaire, Shobhit Hathi, Mari Ostendorf, Noah A. Smith
arXiv ID
1608.03030
Category
cs.CL: Computation & Language
Citations
45
Venue
SocialNLP@EMNLP
Last Checked
4 months ago
Abstract
Social media messages' brevity and unconventional spelling pose a challenge to language identification. We introduce a hierarchical model that learns character and contextualized word-level representations for language identification. Our method performs well against strong base- lines, and can also reveal code-switching.
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