EliXa: A Modular and Flexible ABSA Platform

February 07, 2017 ยท Declared Dead ยท ๐Ÿ› International Workshop on Semantic Evaluation

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Authors Iรฑaki San Vicente, Xabier Saralegi, Rodrigo Agerri arXiv ID 1702.01944 Category cs.CL: Computation & Language Citations 63 Venue International Workshop on Semantic Evaluation Last Checked 4 months ago
Abstract
This paper presents a supervised Aspect Based Sentiment Analysis (ABSA) system. Our aim is to develop a modular platform which allows to easily conduct experiments by replacing the modules or adding new features. We obtain the best result in the Opinion Target Extraction (OTE) task (slot 2) using an off-the-shelf sequence labeler. The target polarity classification (slot 3) is addressed by means of a multiclass SVM algorithm which includes lexical based features such as the polarity values obtained from domain and open polarity lexicons. The system obtains accuracies of 0.70 and 0.73 for the restaurant and laptop domain respectively, and performs second best in the out-of-domain hotel, achieving an accuracy of 0.80.
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