Publikation: Dependency Parsing for Urdu : Resources, Conversions and Learning
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2020
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Ehsan, Toqeer
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CALZOLARI, Nicoletta, ed., Frédéric BÉCHET, ed., Philippe BLACHE, ed. and others. Proceedings of the Twelfth Language Resources and Evaluation Conference (LREC 2020). Paris: ELRA, European Language Resources Association, 2020, pp. 5202-5207
Zusammenfassung
This paper adds to the available resources for the under-resourced language Urdu by converting different types of existing treebanks for Urdu into a common format that is based on Universal Dependencies. We present comparative results for training two dependency parsers, the MaltParser and a transition-based BiLSTM parser on this new resource. The BiLSTM parser incorporates word embeddings which improve the parsing results significantly. The BiLSTM parser outperforms the MaltParser with a UAS of 89.6 and an LAS of 84.2 with respect to our standardized treebank resource.
Zusammenfassung in einer weiteren Sprache
Fachgebiet (DDC)
400 Sprachwissenschaft, Linguistik
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Konferenz
12th Conference on Language Resources and Evaluation (LREC 2020), 11. Mai 2020 - 16. Mai 2020, Marseille, France
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EHSAN, Toqeer, Miriam BUTT, 2020. Dependency Parsing for Urdu : Resources, Conversions and Learning. 12th Conference on Language Resources and Evaluation (LREC 2020). Marseille, France, 11. Mai 2020 - 16. Mai 2020. In: CALZOLARI, Nicoletta, ed., Frédéric BÉCHET, ed., Philippe BLACHE, ed. and others. Proceedings of the Twelfth Language Resources and Evaluation Conference (LREC 2020). Paris: ELRA, European Language Resources Association, 2020, pp. 5202-5207BibTex
@inproceedings{Ehsan2020Depen-59689,
year={2020},
title={Dependency Parsing for Urdu : Resources, Conversions and Learning},
url={https://aclanthology.org/2020.lrec-1.640/},
publisher={ELRA, European Language Resources Association},
address={Paris},
booktitle={Proceedings of the Twelfth Language Resources and Evaluation Conference (LREC 2020)},
pages={5202--5207},
editor={Calzolari, Nicoletta and Béchet, Frédéric and Blache, Philippe},
author={Ehsan, Toqeer and Butt, Miriam}
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2023-01-10
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