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2020 7th International Conference on Advance Informatics: Concepts, Theory and Applications (ICAICTA) by Putra, Ilham Firdausi (author);Purwarianti, Ayu (author) is a nonfiction available to read on EtoBox.

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Compared to English, the amount of labeled data for Indonesian text classification tasks is very small. Recently developed multilingual language models have shown its ability to create multilingual representations effectively. This paper investigates the effect of combining English and Indonesian data on building Indonesian text classification (e.g., sentiment analysis and hate speech) using multilingual language models. Using the feature-based approach, we observe its performance on various data sizes and total added English data. The experiment showed that the addition of English data, especially if the amount of Indonesian data is small, improves performance. Using the fine-tuning approach, we further showed its effectiveness in utilizing the English language to build Indonesian text classification models.

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Author

Putra, Ilham Firdausi (author);Purwarianti, Ayu (author)

Publisher

IEEE

Published

2020

Language

EN

Category

nonfiction