Yet Another Format of Universal Dependencies for Korean

September 20, 2022 ยท Declared Dead ยท ๐Ÿ› International Conference on Computational Linguistics

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Authors Yige Chen, Eunkyul Leah Jo, Yundong Yao, KyungTae Lim, Miikka Silfverberg, Francis M. Tyers, Jungyeul Park arXiv ID 2209.09742 Category cs.CL: Computation & Language Citations 8 Venue International Conference on Computational Linguistics Last Checked 4 months ago
Abstract
In this study, we propose a morpheme-based scheme for Korean dependency parsing and adopt the proposed scheme to Universal Dependencies. We present the linguistic rationale that illustrates the motivation and the necessity of adopting the morpheme-based format, and develop scripts that convert between the original format used by Universal Dependencies and the proposed morpheme-based format automatically. The effectiveness of the proposed format for Korean dependency parsing is then testified by both statistical and neural models, including UDPipe and Stanza, with our carefully constructed morpheme-based word embedding for Korean. morphUD outperforms parsing results for all Korean UD treebanks, and we also present detailed error analyses.
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