Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection

Javier Iranzo-Sánchez; Ramon Ruiz-Dolz

Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection

Javier Iranzo-Sánchez (Lead / Corresponding author), Ramon Ruiz-Dolz (Lead / Corresponding author)

Computing

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

5 Citations (Scopus)

3 Downloads (Pure)

Abstract

This paper describes VRAIN’s participation at IroSvA 2019: Irony Detection in Spanish Variants task of the Iberian Languagues Evaluation Forum (IberLEF 2019). We describe the entire pre-processing, feature extraction, model selection and hyperparameter optimization carried out for our submissions to the shared task. A central part of our work is to provide an in-depth comparison of the performance of different classical Machine learning techniques, as well as some recent transfer learning proposals for Natural Language Processing (NLP) classification problems.

Original language	English
Title of host publication	Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019)
Subtitle of host publication	co-located with 35th Conference of the Spanish Society for Natural Language Processing (SEPLN 2019)
Editors	Miguel Ángel García Cumbreras , Julio Gonzalo, Eugenio Martínez Cámara, Raquel Martínez Unanue, Paolo Rosso, Jorge Carrillo-de-Albornoz, Soto Montalvo, Luis Chiruzzo, Sandra Collovini, Yoan Guitiérrez, Salud Jiménez Zafra, Martin Krallinger, Manuel Montes-y-Gómez, Reynier Ortega-Bueno, Aiala Rosá
Publisher	CEUR-WS
Pages	322-328
Number of pages	7
Volume	2421
Publication status	Published - 24 Sept 2019
Event	2019 Iberian Languages Evaluation Forum, IberLEF 2019 - Bilbao, Spain Duration: 24 Sept 2019 → 24 Sept 2019 https://sites.google.com/view/iberlef-2019/

Conference

Conference	2019 Iberian Languages Evaluation Forum, IberLEF 2019
Country/Territory	Spain
City	Bilbao
Period	24/09/19 → 24/09/19
Internet address	https://sites.google.com/view/iberlef-2019/

Keywords

Irony detection
Natural language processing
Transfer learning

ASJC Scopus subject areas

General Computer Science

Access to Document

Final published versionFinal published version, 848 KBLicence: CC BY

Cite this

Iranzo-Sánchez, J., & Ruiz-Dolz, R. (2019). Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection. In M. Á. G. Cumbreras , J. Gonzalo, E. Martínez Cámara, R. Martínez Unanue, P. Rosso, J. Carrillo-de-Albornoz, S. Montalvo, L. Chiruzzo, S. Collovini, Y. Guitiérrez, S. J. Zafra, M. Krallinger, M. Montes-y-Gómez, R. Ortega-Bueno, & A. Rosá (Eds.), Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019): co-located with 35th Conference of the Spanish Society for Natural Language Processing (SEPLN 2019) (Vol. 2421, pp. 322-328). CEUR-WS.

Iranzo-Sánchez, Javier ; Ruiz-Dolz, Ramon. / Vrain at IroSvA 2019 : Exploring classical and transfer learning approaches to short message irony detection. Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019): co-located with 35th Conference of the Spanish Society for Natural Language Processing (SEPLN 2019). editor / Miguel Ángel García Cumbreras ; Julio Gonzalo ; Eugenio Martínez Cámara ; Raquel Martínez Unanue ; Paolo Rosso ; Jorge Carrillo-de-Albornoz ; Soto Montalvo ; Luis Chiruzzo ; Sandra Collovini ; Yoan Guitiérrez ; Salud Jiménez Zafra ; Martin Krallinger ; Manuel Montes-y-Gómez ; Reynier Ortega-Bueno ; Aiala Rosá. Vol. 2421 CEUR-WS, 2019. pp. 322-328

@inproceedings{09f889606f374dde98f05818bdef2620,

title = "Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection",

abstract = "This paper describes VRAIN{\textquoteright}s participation at IroSvA 2019: Irony Detection in Spanish Variants task of the Iberian Languagues Evaluation Forum (IberLEF 2019). We describe the entire pre-processing, feature extraction, model selection and hyperparameter optimization carried out for our submissions to the shared task. A central part of our work is to provide an in-depth comparison of the performance of different classical Machine learning techniques, as well as some recent transfer learning proposals for Natural Language Processing (NLP) classification problems.",

keywords = "Irony detection, Natural language processing, Transfer learning",

author = "Javier Iranzo-S{\'a}nchez and Ramon Ruiz-Dolz",

year = "2019",

month = sep,

day = "24",

language = "English",

volume = "2421",

pages = "322--328",

editor = "{Cumbreras }, {Miguel {\'A}ngel Garc{\'i}a} and Julio Gonzalo and {Mart{\'i}nez C{\'a}mara}, Eugenio and {Mart{\'i}nez Unanue}, Raquel and Paolo Rosso and Jorge Carrillo-de-Albornoz and Soto Montalvo and Luis Chiruzzo and Sandra Collovini and Yoan Guiti{\'e}rrez and Zafra, {Salud Jim{\'e}nez} and Martin Krallinger and Manuel Montes-y-G{\'o}mez and Reynier Ortega-Bueno and Aiala Ros{\'a}",

booktitle = "Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019)",

publisher = "CEUR-WS",

address = "Germany",

url = "https://sites.google.com/view/iberlef-2019/",

}

Iranzo-Sánchez, J & Ruiz-Dolz, R 2019, Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection. in MÁG Cumbreras , J Gonzalo, E Martínez Cámara, R Martínez Unanue, P Rosso, J Carrillo-de-Albornoz, S Montalvo, L Chiruzzo, S Collovini, Y Guitiérrez, SJ Zafra, M Krallinger, M Montes-y-Gómez, R Ortega-Bueno & A Rosá (eds), Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019): co-located with 35th Conference of the Spanish Society for Natural Language Processing (SEPLN 2019). vol. 2421, CEUR-WS, pp. 322-328, 2019 Iberian Languages Evaluation Forum, IberLEF 2019, Bilbao, Spain, 24/09/19.

Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection. / Iranzo-Sánchez, Javier (Lead / Corresponding author); Ruiz-Dolz, Ramon (Lead / Corresponding author).
Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019): co-located with 35th Conference of the Spanish Society for Natural Language Processing (SEPLN 2019). ed. / Miguel Ángel García Cumbreras ; Julio Gonzalo; Eugenio Martínez Cámara; Raquel Martínez Unanue; Paolo Rosso; Jorge Carrillo-de-Albornoz; Soto Montalvo; Luis Chiruzzo; Sandra Collovini; Yoan Guitiérrez; Salud Jiménez Zafra; Martin Krallinger; Manuel Montes-y-Gómez; Reynier Ortega-Bueno; Aiala Rosá. Vol. 2421 CEUR-WS, 2019. p. 322-328.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Vrain at IroSvA 2019

T2 - 2019 Iberian Languages Evaluation Forum, IberLEF 2019

AU - Iranzo-Sánchez, Javier

AU - Ruiz-Dolz, Ramon

PY - 2019/9/24

Y1 - 2019/9/24

N2 - This paper describes VRAIN’s participation at IroSvA 2019: Irony Detection in Spanish Variants task of the Iberian Languagues Evaluation Forum (IberLEF 2019). We describe the entire pre-processing, feature extraction, model selection and hyperparameter optimization carried out for our submissions to the shared task. A central part of our work is to provide an in-depth comparison of the performance of different classical Machine learning techniques, as well as some recent transfer learning proposals for Natural Language Processing (NLP) classification problems.

AB - This paper describes VRAIN’s participation at IroSvA 2019: Irony Detection in Spanish Variants task of the Iberian Languagues Evaluation Forum (IberLEF 2019). We describe the entire pre-processing, feature extraction, model selection and hyperparameter optimization carried out for our submissions to the shared task. A central part of our work is to provide an in-depth comparison of the performance of different classical Machine learning techniques, as well as some recent transfer learning proposals for Natural Language Processing (NLP) classification problems.

KW - Irony detection

KW - Natural language processing

KW - Transfer learning

UR - http://www.scopus.com/inward/record.url?scp=85071182388&partnerID=8YFLogxK

UR - https://ceur-ws.org/Vol-2421/

M3 - Conference contribution

AN - SCOPUS:85071182388

VL - 2421

SP - 322

EP - 328

BT - Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019)

A2 - Cumbreras , Miguel Ángel García

A2 - Gonzalo, Julio

A2 - Martínez Cámara, Eugenio

A2 - Martínez Unanue, Raquel

A2 - Rosso, Paolo

A2 - Carrillo-de-Albornoz, Jorge

A2 - Montalvo, Soto

A2 - Chiruzzo, Luis

A2 - Collovini, Sandra

A2 - Guitiérrez, Yoan

A2 - Zafra, Salud Jiménez

A2 - Krallinger, Martin

A2 - Montes-y-Gómez, Manuel

A2 - Ortega-Bueno, Reynier

A2 - Rosá, Aiala

PB - CEUR-WS

Y2 - 24 September 2019 through 24 September 2019

ER -

Iranzo-Sánchez J, Ruiz-Dolz R. Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection. In Cumbreras MÁG, Gonzalo J, Martínez Cámara E, Martínez Unanue R, Rosso P, Carrillo-de-Albornoz J, Montalvo S, Chiruzzo L, Collovini S, Guitiérrez Y, Zafra SJ, Krallinger M, Montes-y-Gómez M, Ortega-Bueno R, Rosá A, editors, Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2019): co-located with 35th Conference of the Spanish Society for Natural Language Processing (SEPLN 2019). Vol. 2421. CEUR-WS. 2019. p. 322-328

Vrain at IroSvA 2019: Exploring classical and transfer learning approaches to short message irony detection

Abstract

Conference

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this