The Role of Emotions in Native Language Identification

Ilia Markov; Vivi Nastase; Carlo Strapparava; Grigori Sidorov

doi:10.18653/v1/P17

The Role of Emotions in Native Language Identification

Ilia Markov, Vivi Nastase, Carlo Strapparava, Grigori Sidorov

Centro de Investigación en Computación (CIC)

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

5 Citas (Scopus)

Resumen

We explore the hypothesis that emotion is one of the dimensions of language that surfaces from the native language into a second language. To check the role of emotions in native language identification (NLI), we model emotion information through polarity and emotion load features, and use document representations using these features to classify the native language of the author. The results indicate that emotion is relevant for NLI, even for high proficiency levels and across topics.

Idioma original	Inglés
Título de la publicación alojada	WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop
Editorial	Association for Computational Linguistics (ACL)
Páginas	123-129
Número de páginas	7
ISBN (versión digital)	9781948087803
DOI	https://doi.org/10.18653/v1/P17
Estado	Publicada - 2018
Evento	9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, WASSA 2018 - Brussels, Bélgica Duración: 31 oct. 2018 → …

Serie de la publicación

Nombre	WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop

Conferencia

Conferencia	9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, WASSA 2018
País/Territorio	Bélgica
Ciudad	Brussels
Período	31/10/18 → …

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10.18653/v1/P17

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Markov, I., Nastase, V., Strapparava, C., & Sidorov, G. (2018). The Role of Emotions in Native Language Identification. En WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop (pp. 123-129). (WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/P17

Markov, Ilia ; Nastase, Vivi ; Strapparava, Carlo et al. / The Role of Emotions in Native Language Identification. WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop. Association for Computational Linguistics (ACL), 2018. pp. 123-129 (WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop).

@inproceedings{98b05d1a477f4277b69e96562c416630,

title = "The Role of Emotions in Native Language Identification",

abstract = "We explore the hypothesis that emotion is one of the dimensions of language that surfaces from the native language into a second language. To check the role of emotions in native language identification (NLI), we model emotion information through polarity and emotion load features, and use document representations using these features to classify the native language of the author. The results indicate that emotion is relevant for NLI, even for high proficiency levels and across topics.",

author = "Ilia Markov and Vivi Nastase and Carlo Strapparava and Grigori Sidorov",

note = "Publisher Copyright: {\textcopyright} 2018 Association for Computational Linguistics; 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, WASSA 2018 ; Conference date: 31-10-2018",

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doi = "10.18653/v1/P17",

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Markov, I, Nastase, V, Strapparava, C & Sidorov, G 2018, The Role of Emotions in Native Language Identification. En WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop. WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop, Association for Computational Linguistics (ACL), pp. 123-129, 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, WASSA 2018, Brussels, Bélgica, 31/10/18. https://doi.org/10.18653/v1/P17

The Role of Emotions in Native Language Identification. / Markov, Ilia; Nastase, Vivi; Strapparava, Carlo et al.
WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop. Association for Computational Linguistics (ACL), 2018. p. 123-129 (WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

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AU - Nastase, Vivi

AU - Strapparava, Carlo

AU - Sidorov, Grigori

PY - 2018

Y1 - 2018

N2 - We explore the hypothesis that emotion is one of the dimensions of language that surfaces from the native language into a second language. To check the role of emotions in native language identification (NLI), we model emotion information through polarity and emotion load features, and use document representations using these features to classify the native language of the author. The results indicate that emotion is relevant for NLI, even for high proficiency levels and across topics.

AB - We explore the hypothesis that emotion is one of the dimensions of language that surfaces from the native language into a second language. To check the role of emotions in native language identification (NLI), we model emotion information through polarity and emotion load features, and use document representations using these features to classify the native language of the author. The results indicate that emotion is relevant for NLI, even for high proficiency levels and across topics.

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Markov I, Nastase V, Strapparava C, Sidorov G. The Role of Emotions in Native Language Identification. En WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop. Association for Computational Linguistics (ACL). 2018. p. 123-129. (WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop). doi: 10.18653/v1/P17

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