MyTextSum : Malay Text Summarization Dataset
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The dataset consists of 100 news articles covering Natural Disaster and Events domains in Malaysia. The news articles are formatted in XML following the DUC 2002 text summarization dataset preparation. The total of 300 human summaries from 3 domains experts are included for summary evaluation. Our MyTextSum model with the application of Pattern-Growth Sentence Compression technique has shown promising results of F-Measure score of 0.5752 agreements when evaluated against human summaries and perform better than the Baselines (uncompressed) model. Citation Reference: Alias, S., Sainin, M. S., & Mohammad, S. K. (2020). Model Peringkasan Teks Ekstraktif Dwibahasa menggunakan Fitur Kekangan Corak Tekstual (Bilingual Extractive Text Summarization Model using Textual Pattern Constraints). GEMA Online® Journal of Language Studies, 20(3). Alias S., Mohammad S.K., Gan K.H., Ping T.T. (2018) MYTextSum: A Malay Text Summarizer Model Using a Constrained Pattern-Growth Sentence Compression Technique. In: Alfred R., Iida H., Ag. Ibrahim A., Lim Y. (eds) Computational Science and Technology. ICCST 2017. Lecture Notes in Electrical Engineering, vol 488. Springer, Singapore. https://doi.org/10.1007/978-981-10-8276-4_14
本数据集包含100篇新闻稿件，涵盖马来西亚的自然灾害与事件领域。该批新闻稿件采用符合DUC 2002文本摘要数据集制作规范的可扩展标记语言（XML）格式存储。本次数据集共收录3位领域专家撰写的300条人工摘要，用于摘要模型的效果评估。 我们提出的MyTextSum模型应用了模式增长式句子压缩（Pattern-Growth Sentence Compression）技术，在与人工摘要进行一致性评估时，取得了0.5752的F值（F-Measure），其性能优于未压缩的基线模型。 引用参考文献： Alias, S., Sainin, M. S., & Mohammad, S. K. (2020). 使用文本模式约束的双语抽取式文本摘要模型（Bilingual Extractive Text Summarization Model using Textual Pattern Constraints）. GEMA Online®语言研究期刊（GEMA Online® Journal of Language Studies）, 20(3). Alias S., Mohammad S.K., Gan K.H., Ping T.T. (2018) MYTextSum：采用约束模式增长句子压缩技术的马来语文本摘要模型（MYTextSum: A Malay Text Summarizer Model Using a Constrained Pattern-Growth Sentence Compression Technique）. 收录于：Alfred R., Iida H., Ag. Ibrahim A., Lim Y. (eds) 计算科学与技术（Computational Science and Technology）. ICCST 2017. 电气工程讲义系列（Lecture Notes in Electrical Engineering）, 第488卷. Springer, 新加坡. https://doi.org/10.1007/978-981-10-8276-4_14
