Linguistic features and proficiency classification in L2 Spanish and L2 Portuguese

Article Status
Published
Author/contributor
Title
Linguistic features and proficiency classification in L2 Spanish and L2 Portuguese
Abstract
This work explores the relationship between L2 proficiency levels and certain linguistic features through experiments in automatic proficiency classification. We use L2 Spanish and L2 Portuguese data and perform monolingual and cross-lingual experiments. We also compare native and leaner Spanish texts. To the best of our knowledge, this is the first work that performs automatic proficiency classification for L2 Spanish, as well as cross-lingual proficiency classification between L2 Portuguese and L2 Spanish. Our results for L2 Spanish are similar to the state-of-the-art, while our crosslingual experiments got lower results than similar works. In general, all the experiments suggest new insights about the relationship between linguistic features and proficiency levels in L2 Portuguese and L2 Spanish.
Date
2019
Proceedings Title
Proceedings of the 8th Workshop on Natural Language Processing for Computer Assisted Language Learning
Conference Name
8th Workshop on Natural Language Processing for Computer Assisted Language Learning
Extra
Citation Key: delrio2019 <标题>: L2西班牙语和L2葡萄牙语的语言特征与熟练度分类
Citation
del Rio, I. (2019). Linguistic features and proficiency classification in L2 Spanish and L2 Portuguese. Proceedings of the 8th Workshop on Natural Language Processing for Computer Assisted Language Learning. 8th Workshop on Natural Language Processing for Computer Assisted Language Learning.
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