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Evaluation of abstractive summarisation models with machine translation in deliberative processes
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Arana-Catania, Miguel, Procter, Rob, He, Yulan and Liakata, Maria (2021) Evaluation of abstractive summarisation models with machine translation in deliberative processes. In: Third Workshop on New Frontiers in Summarization, Online and in Dominican Republic, 10 Nov 2021. Published in: Proceedings of the Third Workshop on New Frontiers in Summarization pp. 57-64. doi:10.18653/v1/2021.newsum-1.7
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WRAP-Evaluation-abstractive-summarisation-models-machine-22.pdf - Published Version - Requires a PDF viewer. Available under License Creative Commons Attribution 4.0. Download (383Kb) | Preview |
Official URL: http://dx.doi.org/10.18653/v1/2021.newsum-1.7
Abstract
We present work on summarising deliberative processes for non-English languages. Unlike commonly studied datasets, such as news articles, this deliberation dataset reflects difficulties of combining multiple narratives, mostly of poor grammatical quality, in a single text. We report an extensive evaluation of a wide range of abstractive summarisation models in combination with an off-the-shelf machine translation model. Texts are translated into English, summarised, and translated back to the original language. We obtain promising results regarding the fluency, consistency and relevance of the summaries produced. Our approach is easy to implement for many languages for production purposes by simply changing the translation model.
| Item Type: | Conference Item (Paper) | |||||||||||||||
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| Subjects: | P Language and Literature > P Philology. Linguistics Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software |
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| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | |||||||||||||||
| Library of Congress Subject Headings (LCSH): | Computational linguistics, Machine translating , English language -- Machine translating, Natural language processing (Computer science), Text processing (Computer science) | |||||||||||||||
| Journal or Publication Title: | Proceedings of the Third Workshop on New Frontiers in Summarization | |||||||||||||||
| Publisher: | Association for Computational Linguistics | |||||||||||||||
| Book Title: | Proceedings of the Third Workshop on New Frontiers in Summarization | |||||||||||||||
| Official Date: | 2021 | |||||||||||||||
| Dates: |
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| Page Range: | pp. 57-64 | |||||||||||||||
| DOI: | 10.18653/v1/2021.newsum-1.7 | |||||||||||||||
| Status: | Peer Reviewed | |||||||||||||||
| Publication Status: | Published | |||||||||||||||
| Access rights to Published version: | Open Access (Creative Commons) | |||||||||||||||
| Copyright Holders: | ©2021 Association for Computational Linguistics | |||||||||||||||
| Date of first compliant deposit: | 25 October 2022 | |||||||||||||||
| Date of first compliant Open Access: | 25 October 2022 | |||||||||||||||
| RIOXX Funder/Project Grant: |
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| Is Part Of: | 1 | |||||||||||||||
| Conference Paper Type: | Paper | |||||||||||||||
| Title of Event: | Third Workshop on New Frontiers in Summarization | |||||||||||||||
| Type of Event: | Conference | |||||||||||||||
| Location of Event: | Online and in Dominican Republic | |||||||||||||||
| Date(s) of Event: | 10 Nov 2021 |
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