TY - JOUR
T1 - Yet Another Format of Universal Dependencies for Korean
AU - Chen, Yige
AU - Jo, Eunkyul Leah
AU - Yao, Yundong
AU - Lim, Kyung Tae
AU - Silfverberg, Miikka
AU - Tyers, Francis M.
AU - Park, Jungyeul
N1 - Publisher Copyright:
© 2022 Proceedings - International Conference on Computational Linguistics, COLING. All rights reserved.
PY - 2022
Y1 - 2022
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/85164141680
M3 - Conference article
AN - SCOPUS:85164141680
SN - 2951-2093
VL - 29
SP - 5432
EP - 5437
JO - Proceedings - International Conference on Computational Linguistics, COLING
JF - Proceedings - International Conference on Computational Linguistics, COLING
IS - 1
T2 - 29th International Conference on Computational Linguistics, COLING 2022
Y2 - 12 October 2022 through 17 October 2022
ER -