emnlp emnlp2013 emnlp2013-204 emnlp2013-204-reference knowledge-graph by maker-knowledge-mining

204 emnlp-2013-Word Level Language Identification in Online Multilingual Communication


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Author: Dong Nguyen ; A. Seza Dogruoz

Abstract: Multilingual speakers switch between languages in online and spoken communication. Analyses of large scale multilingual data require automatic language identification at the word level. For our experiments with multilingual online discussions, we first tag the language of individual words using language models and dictionaries. Secondly, we incorporate context to improve the performance. We achieve an accuracy of 98%. Besides word level accuracy, we use two new metrics to evaluate this task.


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