In this paper we describe the iTACOS submission for the Stance and Gender Detection in Tweets on Catalan Independence shared task. Concerning the detection of stance, we ranked as the first position in both languages outperforming the baselines; while in gender detection we ranked as fourth and third for Catalan and Spanish. Our approach is based on three diverse groups of features: stylistic, structural and context-based. We introduced two novel features that exploit significant characteristics conveyed by the presence of Twitter marks and URLs. The results of our experiments are promising and will lead to future tailoring of these two features in a finer grained manner.

iTACOS at IberEval2017: Detecting Stance in Catalan and Spanish Tweets

Mirko Lai;CIGNARELLA, ALESSANDRA TERESA;Delia Irazú Hernández Farías
2017-01-01

Abstract

In this paper we describe the iTACOS submission for the Stance and Gender Detection in Tweets on Catalan Independence shared task. Concerning the detection of stance, we ranked as the first position in both languages outperforming the baselines; while in gender detection we ranked as fourth and third for Catalan and Spanish. Our approach is based on three diverse groups of features: stylistic, structural and context-based. We introduced two novel features that exploit significant characteristics conveyed by the presence of Twitter marks and URLs. The results of our experiments are promising and will lead to future tailoring of these two features in a finer grained manner.
2017
Inglese
contributo
1 - Conferenza
IberEval 2017
Murcia, Spain
19 September
Internazionale
Evaluation of Human Language Technologies for Iberian Languages Workshop 2017
Esperti anonimi
CEUR-WS.org
Aachen
GERMANIA
1881
185
192
8
http://ceur-ws.org/Vol-1881/StanceCat2017_paper_2.pdf
https://www.researchgate.net/publication/317638270_iTACOS_at_IberEval2017_Detecting_Stance_in_Catalan_and_Spanish_Tweets
SPAGNA
4 – prodotto già presente in altro archivio Open Access (arXiv, REPEC…)
3
info:eu-repo/semantics/conferenceObject
04-CONTRIBUTO IN ATTI DI CONVEGNO::04A-Conference paper in volume
Lai, Mirko; Cignarella, ALESSANDRA TERESA; HERNANDEZ FARIAS, DELIA IRAZU
273
open
File in questo prodotto:
File Dimensione Formato  
StanceCat2017_paper_2.pdf

Accesso aperto

Descrizione: Articolo principale
Tipo di file: PDF EDITORIALE
Dimensione 796.14 kB
Formato Adobe PDF
796.14 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2318/1652433
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 13
  • ???jsp.display-item.citation.isi??? ND
social impact