ACL Findings2023
LR-Sum: Summarization for Less-Resourced Languages
Chester Palen-Michel, Constantine Lignos
Abstract
We introduce LR-Sum, a new permissivelylicensed dataset created with the goal of enabling further research in automatic summarization for less-resourced languages. LR-Sum contains human-written summaries for 40 languages, many of which are less-resourced. We describe our process for extracting and filtering the dataset from the Multilingual Open Text corpus (Palen-Michel et al., 2022). The source data is public domain newswire collected from from Voice of America websites, and LR-Sum is released under a Creative Commons license (CC BY 4.0), making it one of the most openlylicensed multilingual summarization datasets. We describe abstractive and extractive summarization experiments to establish baselines and discuss the limitations of this dataset.
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- XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 LanguagesTahmid Hasan, Abhik Bhattacharjee, Md. Saiful Islam, Kazi Samin Mubasshir et al.ACL Findings 2021 · 228 citations
- Intrinsic Evaluation of Summarization DatasetsRishi Bommasani, Claire CardieEMNLP 2020 · 52 citations
- MassiveSumm: a very large-scale, very multilingual, news summarisation datasetDaniel Varab, Natalie SchluterEMNLP 2021 · 42 citations
- Not always about you: Prioritizing community needs when developing endangered language technologyZoey Liu, Crystal Richardson, Richard J. Hatcher, Emily Prud'hommeauxACL 2022 · 36 citations
- MultiSumm: Towards a Unified Model for Multi-Lingual Abstractive SummarizationYue Cao, Xiaojun Wan, Jin-ge Yao, Dian YuAAAI 2020 · 28 citations
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