A Simple Approach to Multilingual Polarity Classification in Twitter

12/15/2016
by   Eric S. Tellez, et al.
0

Recently, sentiment analysis has received a lot of attention due to the interest in mining opinions of social media users. Sentiment analysis consists in determining the polarity of a given text, i.e., its degree of positiveness or negativeness. Traditionally, Sentiment Analysis algorithms have been tailored to a specific language given the complexity of having a number of lexical variations and errors introduced by the people generating content. In this contribution, our aim is to provide a simple to implement and easy to use multilingual framework, that can serve as a baseline for sentiment analysis contests, and as starting point to build new sentiment analysis systems. We compare our approach in eight different languages, three of them have important international contests, namely, SemEval (English), TASS (Spanish), and SENTIPOLC (Italian). Within the competitions our approach reaches from medium to high positions in the rankings; whereas in the remaining languages our approach outperforms the reported results.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/15/2020

NUIG-Shubhanker@Dravidian-CodeMix-FIRE2020: Sentiment Analysis of Code-Mixed Dravidian text using XLNet

Social media has penetrated into multilingual societies, however most of...
research
11/29/2018

EvoMSA: A Multilingual Evolutionary Approach for Sentiment Analysis

Sentiment analysis (SA) is a task related to understanding people's feel...
research
07/26/2017

ASDA : Analyseur Syntaxique du Dialecte Algérien dans un but d'analyse sémantique

Opinion mining and sentiment analysis in social media is a research issu...
research
06/17/2021

pysentimiento: A Python Toolkit for Sentiment Analysis and SocialNLP tasks

Extracting opinions from texts has gathered a lot of interest in the las...
research
06/03/2021

A Case Study of Spanish Text Transformations for Twitter Sentiment Analysis

Sentiment analysis is a text mining task that determines the polarity of...
research
06/13/2016

Rationalizing Neural Predictions

Prediction without justification has limited applicability. As a remedy,...
research
03/27/2021

Unsupervised Self-Training for Sentiment Analysis of Code-Switched Data

Sentiment analysis is an important task in understanding social media co...

Please sign up or login with your details

Forgot password? Click here to reset