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UCD : Diachronic Text Classification with Character, Word, and Syntactic N-grams
Author(s)
Date Issued
2015-06-05
Date Available
2015-08-26T12:03:01Z
Abstract
We present our submission to SemEval-2015Task 7: Diachronic Text Evaluation, in whichwe approach the task of assigning a date toa text as a multi-class classification problem.We extract n-gram features from the text atthe letter, word, and syntactic level, and usethese to train a classifier on date-labeled trainingdata. We also incorporate date probabilitiesof syntactic features as estimated from avery large external corpus of books. Our systemachieved the highest performance of allsystems on subtask 2: identifying texts by specifictime language use.
Sponsorship
Enterprise Ireland
Science Foundation Ireland
Type of Material
Conference Publication
Web versions
Language
English
Status of Item
Peer reviewed
Conference Details
Proceedings of the 9th International Workshop on Semantic Evaluation (SemEval 2015). United States
This item is made available under a Creative Commons License
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insight_publication.pdf
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