IndoSum: A New Benchmark Dataset for Indonesian Text Summarization

October 12, 2018 ยท Declared Dead ยท ๐Ÿ› International Conference on Asian Language Processing

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Authors Kemal Kurniawan, Samuel Louvan arXiv ID 1810.05334 Category cs.CL: Computation & Language Citations 78 Venue International Conference on Asian Language Processing Last Checked 4 months ago
Abstract
Automatic text summarization is generally considered as a challenging task in the NLP community. One of the challenges is the publicly available and large dataset that is relatively rare and difficult to construct. The problem is even worse for low-resource languages such as Indonesian. In this paper, we present IndoSum, a new benchmark dataset for Indonesian text summarization. The dataset consists of news articles and manually constructed summaries. Notably, the dataset is almost 200x larger than the previous Indonesian summarization dataset of the same domain. We evaluated various extractive summarization approaches and obtained encouraging results which demonstrate the usefulness of the dataset and provide baselines for future research. The code and the dataset are available online under permissive licenses.
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