IndoSum: A New Benchmark Dataset for Indonesian Text Summarization
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Abstract (arXiv)
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.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Oct 2018.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 2; 2024: 7.
13 papers.
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- 2023The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Datasetcited by 148
- 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
- 2022One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesiacited by 65
- 2021IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generationcited by 57
- 2022NusaCrowd: Open Source Initiative for Indonesian NLP Resourcescited by 38
- 2021IndoNLI: A Natural Language Inference Dataset for Indonesiancited by 24
- 2024SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languagescited by 16
- 2024Komodo: A Linguistic Expedition into Indonesia's Regional Languagescited by 9
- 2024The State and Fate of Summarization Datasets: A Surveycited by 3
- 2024SailCompass: Towards Reproducible and Robust Evaluation for Southeast Asian Languagescited by 3
- 2023Low-Resource Clickbait Spoiling for Indonesian via Question Answeringcited by 2
- 2024Investigating Text Shortening Strategy in BERT: Truncation vs Summarizationcited by 2
- 2024SailCompass: Towards Reproducible and Robust Evaluation for Southeast Asian Languages2 Dec 2024
- 2024The State and Fate of Summarization Datasets: A Survey7 Nov 2024
- 2024Investigating Text Shortening Strategy in BERT: Truncation vs Summarization19 Mar 2024
- 2024Simple Hack for Transformers against Heavy Long-Text Classification on a Time- and Memory-Limited GPU Service19 Mar 2024
- 2024Komodo: A Linguistic Expedition into Indonesia's Regional Languages14 Mar 2024
- 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods5 Mar 2024
- 2024SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languages13 Feb 2024
- 2023Low-Resource Clickbait Spoiling for Indonesian via Question Answering12 Oct 2023
- 2023The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset7 Mar 2023
- 2022NusaCrowd: Open Source Initiative for Indonesian NLP Resources19 Dec 2022
- 2022One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia24 Mar 2022
- 2021IndoNLI: A Natural Language Inference Dataset for Indonesian27 Oct 2021
- 2023The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Datasetcited by 148
- 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
- 2022One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesiacited by 65
- 2021IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generationcited by 57
- 2022NusaCrowd: Open Source Initiative for Indonesian NLP Resourcescited by 38
- 2021IndoNLI: A Natural Language Inference Dataset for Indonesiancited by 24
- 2024SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languagescited by 16
- 2024Komodo: A Linguistic Expedition into Indonesia's Regional Languagescited by 9
- 2024The State and Fate of Summarization Datasets: A Surveycited by 3
- 2024SailCompass: Towards Reproducible and Robust Evaluation for Southeast Asian Languagescited by 3
- 2023Low-Resource Clickbait Spoiling for Indonesian via Question Answeringcited by 2
- 2024Investigating Text Shortening Strategy in BERT: Truncation vs Summarizationcited by 2
12 most cited of 13 All 13 (JSON)
- 2024SailCompass: Towards Reproducible and Robust Evaluation for Southeast Asian Languages2 Dec 2024
- 2024The State and Fate of Summarization Datasets: A Survey7 Nov 2024
- 2024Investigating Text Shortening Strategy in BERT: Truncation vs Summarization19 Mar 2024
- 2024Simple Hack for Transformers against Heavy Long-Text Classification on a Time- and Memory-Limited GPU Service19 Mar 2024
- 2024Komodo: A Linguistic Expedition into Indonesia's Regional Languages14 Mar 2024
- 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods5 Mar 2024
- 2024SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languages13 Feb 2024
- 2023Low-Resource Clickbait Spoiling for Indonesian via Question Answering12 Oct 2023
- 2023The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset7 Mar 2023
- 2022NusaCrowd: Open Source Initiative for Indonesian NLP Resources19 Dec 2022
- 2022One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia24 Mar 2022
- 2021IndoNLI: A Natural Language Inference Dataset for Indonesian27 Oct 2021
12 newest of 13 All 13 (JSON)