Surface realization architecture for low-resourced African languages

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dc.contributor.author Mahlaza, Zola
dc.contributor.author Keet, C. Maria
dc.date.accessioned 2023-09-18T06:08:47Z
dc.date.available 2023-09-18T06:08:47Z
dc.date.issued 2023-08
dc.description.abstract There has been growing interest in building surface realization systems to support the automatic generation of text in African languages. Such tools focus on converting abstract representations of meaning to text. Since African languages are low-resourced, economical use of resources and general maintainability are key considerations. However, there is no existing surface realizer architecture that possesses most of the maintainability characteristics (e.g., modularity, reusability, and analyzability) that will lead to maintainable software that can be used for the languages. Moreover, there is no consensus surface realization architecture created for other languages that can be adapted for the languages in question. In this work, we solve this by creating a novel surface realizer architecture suitable for low-resourced African languages that abide by the features of maintainable software. Its design comes after a granular analysis, classification, and comparison of the architectures used by 77 existing NLG systems. We compare our architecture to existing architectures and show that it supports the most features of a maintainable software product. en_US
dc.description.department Informatics en_US
dc.description.sponsorship Hasso Plattner Institute for Digital Engineering through the HPI Research School at UCT and the National Research Foundation (NRF) of South Africa en_US
dc.description.uri https://dl.acm.org/journal/tallip en_US
dc.identifier.citation Zola Mahlaza and C. Maria Keet. 2023. Surface Realization Architecture for Low-resourced African Languages. ACM Transactions on Asian and Low-Resource Language Information Processing 22, 3, Article 84 (March 2023), 26 pages. https://doi.org/10.1145/3567594. en_US
dc.identifier.issn 2375-4699 (print)
dc.identifier.issn 2375-4702 (online)
dc.identifier.other 10.1145/3567594
dc.identifier.uri http://hdl.handle.net/2263/92301
dc.language.iso en en_US
dc.publisher Association for Computing Machinery en_US
dc.rights © 2023 Copyright held by the owner/author(s). Publication rights licensed to ACM. en_US
dc.subject Computing methodologies en_US
dc.subject Natural language generation en_US
dc.subject Software and its engineering en_US
dc.subject Software architectures en_US
dc.subject African languages en_US
dc.title Surface realization architecture for low-resourced African languages en_US
dc.type Article en_US


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