Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser

Long Duong; Trevor Cohn; Steven Bird; Paul Cook

doi:10.3115/v1/P15-2139

Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser

Long Duong, Trevor Cohn, Steven Bird, Paul Cook

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper published in Proceedings › peer-review

Abstract

Training a high-accuracy dependency parser requires a large treebank. However, these are costly and time-consuming to build. We propose a learning method that needs less data, based on the observation that there are underlying shared structures across languages. We exploit cues from a different source language in order to guide the learning process. Our model saves at least half of the annotation effort to reach the same accuracy compared with using the purely supervised method.

Original language	English
Title of host publication	Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing
Subtitle of host publication	Proceedings of the Conference: Volume 2: Short Papers
Place of Publication	Beijing, China
Publisher	Association for Computational Linguistics (ACL)
Pages	845-850
Number of pages	6
Volume	2
ISBN (Electronic)	9781941643730
DOIs	https://doi.org/10.3115/v1/P15-2139
Publication status	Published - Jul 2015
Externally published	Yes
Event	53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015 - Beijing, China Duration: 26 Jul 2015 → 31 Jul 2015

Conference

Conference	53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015
Country/Territory	China
City	Beijing
Period	26/07/15 → 31/07/15

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10.3115/v1/P15-2139Licence: Other

https://aclanthology.info/papers/P15-2139/p15-2139Licence: Other

Cite this

Duong, L., Cohn, T., Bird, S., & Cook, P. (2015). Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser. In Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing : Proceedings of the Conference: Volume 2: Short Papers (Vol. 2, pp. 845-850). Association for Computational Linguistics (ACL). https://doi.org/10.3115/v1/P15-2139

Duong, Long ; Cohn, Trevor ; Bird, Steven et al. / Low resource dependency parsing : Cross-lingual parameter sharing in a neural network parser. Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing : Proceedings of the Conference: Volume 2: Short Papers. Vol. 2 Beijing, China : Association for Computational Linguistics (ACL), 2015. pp. 845-850

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title = "Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser",

abstract = "Training a high-accuracy dependency parser requires a large treebank. However, these are costly and time-consuming to build. We propose a learning method that needs less data, based on the observation that there are underlying shared structures across languages. We exploit cues from a different source language in order to guide the learning process. Our model saves at least half of the annotation effort to reach the same accuracy compared with using the purely supervised method.",

author = "Long Duong and Trevor Cohn and Steven Bird and Paul Cook",

year = "2015",

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doi = "10.3115/v1/P15-2139",

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booktitle = "Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing",

publisher = "Association for Computational Linguistics (ACL)",

note = "53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015 ; Conference date: 26-07-2015 Through 31-07-2015",

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Duong, L, Cohn, T, Bird, S & Cook, P 2015, Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser. in Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing : Proceedings of the Conference: Volume 2: Short Papers. vol. 2, Association for Computational Linguistics (ACL), Beijing, China, pp. 845-850, 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015, Beijing, China, 26/07/15. https://doi.org/10.3115/v1/P15-2139

Low resource dependency parsing : Cross-lingual parameter sharing in a neural network parser. / Duong, Long; Cohn, Trevor; Bird, Steven et al.

Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing : Proceedings of the Conference: Volume 2: Short Papers. Vol. 2 Beijing, China : Association for Computational Linguistics (ACL), 2015. p. 845-850.

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper published in Proceedings › peer-review

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Duong L, Cohn T, Bird S, Cook P. Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser. In Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing : Proceedings of the Conference: Volume 2: Short Papers. Vol. 2. Beijing, China: Association for Computational Linguistics (ACL). 2015. p. 845-850 https://doi.org/10.3115/v1/P15-2139

Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser

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