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IRIT at TRAC 2018

Ramiandrisoa, Faneva and Mothe, Josiane IRIT at TRAC 2018. (2018) In: 1st Workshop on Trolling, Aggression and Cyberbullying, in International @ Conference of Computational Linguistics (TRAC@COLING 2018), 25 August 2018 (Santa Fe, New Mexico, United States).

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Official URL: https://www.aclweb.org/anthology/W18-4403/

Abstract

This paper describes the participation of the IRIT team to the TRAC 2018 shared task on Aggres-sion Identification and more precisely to the shared task in English language. The three followingmethods have been used: a) a combination of machine learning techniques that relies on a setof features and document/text vectorization, b) Convolutional Neural Network (CNN) and c) acombination of Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM).Best results were obtained when using the method (a) on the English test data from Facebookwhich ranked our method sixteenth out of thirty teams, and the method (c) on the English testdata from other social media, where we obtained the fifteenth rank out of thirty.

Item Type:Conference or Workshop Item (Paper)
HAL Id:hal-02942340
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited On:28 Aug 2020 10:11

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