Subcharacter Information in Japanese Embeddings: When Is It Worth It?

Marzena Karpinska; Bofang Li; Anna Rogers; Aleksandr Drozd

Subcharacter Information in Japanese Embeddings: When Is It Worth It?

Marzena Karpinska, Bofang Li, Anna Rogers, Aleksandr Drozd

Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

Abstract

Languages with logographic writing systems present a difficulty for traditional character-level models. Leveraging the subcharacter information was recently shown to be beneficial for a number of intrinsic and extrinsic tasks in Chinese. We examine whether the same strategies could be applied for Japanese, and contribute a new analogy dataset for this language.

Originalsprog	Engelsk
Titel	Proceedings of the Workshop on the Relevance of Linguistic Structure in Neural Architectures for NLP
Antal sider	10
Udgivelsessted	Melbourne, Australia
Forlag	Association for Computational Linguistics
Publikationsdato	2018
Sider	28-37
Status	Udgivet - 2018

Emneord

Logographic writing systems
Character-level models
Subcharacter information
Chinese language processing
Japanese language analogies

Adgang til dokumentet

http://aclweb.org/anthology/W18-2905

Citationsformater

@inproceedings{c016d87e18954d50a2ff9695b3a5536e,

title = "Subcharacter Information in Japanese Embeddings: When Is It Worth It?",

abstract = "Languages with logographic writing systems present a difficulty for traditional character-level models. Leveraging the subcharacter information was recently shown to be beneficial for a number of intrinsic and extrinsic tasks in Chinese. We examine whether the same strategies could be applied for Japanese, and contribute a new analogy dataset for this language.",

keywords = "Logographic writing systems, Character-level models, Subcharacter information, Chinese language processing, Japanese language analogies, Logographic writing systems, Character-level models, Subcharacter information, Chinese language processing, Japanese language analogies",

author = "Marzena Karpinska and Bofang Li and Anna Rogers and Aleksandr Drozd",

year = "2018",

language = "English",

pages = "28--37",

booktitle = "Proceedings of the Workshop on the Relevance of Linguistic Structure in Neural Architectures for NLP",

publisher = "Association for Computational Linguistics",

address = "United States",

}

Subcharacter Information in Japanese Embeddings: When Is It Worth It? / Karpinska, Marzena; Li, Bofang; Rogers, Anna et al.
Proceedings of the Workshop on the Relevance of Linguistic Structure in Neural Architectures for NLP. Melbourne, Australia: Association for Computational Linguistics, 2018. s. 28-37.

Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review