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Multilingual Subjectivity: Are More Languages Better?

机译:多语言主观性:更多语言会更好吗?

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While subjectivity related research in other languages has increased, most of the work focuses on single languages. This paper explores the integration of features originating from multiple languages into a machine learning approach to subjectivity analysis, and aims to show that this enriched feature set provides for more effective modeling for the source as well as the target languages. We show not only that we are able to achieve over 75% macro accuracy in all of the six languages we experiment with, but also that by using features drawn from multiple languages we can construct high-precision meta-classifiers with a precision of over 83%.
机译:尽管其他语言的与主观性相关的研究有所增加,但大多数工作都集中在单一语言上。本文探讨了将源于多种语言的功能集成到机器学习方法中以进行主观分析的目的,旨在表明这一丰富的功能集为源语言和目标语言提供了更有效的建模。我们不仅证明我们能够在所试验的所有六种语言中实现超过75%的宏精度,而且还表明通过使用从多种语言中提取的特征,我们可以构建精度超过83%的高精度元分类器。 %。

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