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EliXa: A modular and flexible ABSA platform

机译:选择:模块化和灵活的ABA平台

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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.
机译:本文提出了一个受监督的基于方面的情绪分析(ABSA)系统。我们的目标是开发一个模块化平台,可以通过更换模块或添加新功能来轻松进行实验。我们使用现成的序列贴标程序获得意见目标提取(OTE)任务(Slot 2)的最佳结果。目标极性分类(插槽3)通过多字符SVM算法寻址,其包括基于词性的特征,例如从域和开放极性词典获得的极性值。该系统分别为餐厅和笔记本电脑领域获得0.70和0.73的精度,并在域外域中执行第二个,实现0.80的准确性。

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