Crosslingual Dependency Parsing of Hawaiian and Cook Islands Māori using Universal Dependencies. Gilbert, G. H., Coto-Solanu, R., Nicholas, S. A., Houchens, L., Barton, S., & Pryor, T. In Sagae, K. & Oepen, S., editors, Proceedings of the 18th International Conference on Parsing Technologies (IWPT, SyntaxFest 2025), pages 40–50, Ljubljana, Slovenia, August, 2025. Association for Computational Linguistics.
Crosslingual Dependency Parsing of Hawaiian and Cook Islands Māori using Universal Dependencies [link]Paper  abstract   bibtex   
This paper presents the first Universal Dependency (UD) treebank for ʻŌlelo Hawaiʻi (Hawaiian). We discuss some of the difficulties in describing Hawaiian grammar using UD, and train models for automatic parsing. We also combined this data with UD parses from another Eastern Polynesian language, Cook Islands Māori, to train a crosslingual Polynesian parser using UDPipe2. The crosslingual parser produced a statistically significant improvement of 2.4% in the labeled attachment score (LAS) when parsing Hawaiian, and this improvement didn't produce a negative impact in the LAS of Cook Islands Māori. We will use this parser to accelerate the linguistic documentation of Hawaiian.
@inproceedings{gilbert_crosslingual_2025,
	address = {Ljubljana, Slovenia},
	title = {Crosslingual {Dependency} {Parsing} of {Hawaiian} and {Cook} {Islands} {Māori} using {Universal} {Dependencies}},
	isbn = {979-8-89176-294-7},
	url = {https://aclanthology.org/2025.iwpt-1.5/},
	abstract = {This paper presents the first Universal Dependency (UD) treebank for ʻŌlelo Hawaiʻi (Hawaiian). We discuss some of the difficulties in describing Hawaiian grammar using UD, and train models for automatic parsing. We also combined this data with UD parses from another Eastern Polynesian language, Cook Islands Māori, to train a crosslingual Polynesian parser using UDPipe2. The crosslingual parser produced a statistically significant improvement of 2.4\% in the labeled attachment score (LAS) when parsing Hawaiian, and this improvement didn't produce a negative impact in the LAS of Cook Islands Māori. We will use this parser to accelerate the linguistic documentation of Hawaiian.},
	urldate = {2025-08-09},
	booktitle = {Proceedings of the 18th {International} {Conference} on {Parsing} {Technologies} ({IWPT}, {SyntaxFest} 2025)},
	publisher = {Association for Computational Linguistics},
	author = {Gilbert, Gabriel H. and Coto-Solanu, Rolando and Nicholas, Sally Akevai and Houchens, Lauren and Barton, Sabrina and Pryor, Trinity},
	editor = {Sagae, Kenji and Oepen, Stephan},
	month = aug,
	year = {2025},
	pages = {40--50},
}

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