Lingua Manga : A Generic Large Language Model Centric System for Data Curation
dc.contributor.author | Chen, Zui | |
dc.contributor.author | Cao, Lei | |
dc.contributor.author | Madden, Sam | |
dc.date.accessioned | 2024-02-28T15:54:33Z | |
dc.date.available | 2024-02-28T15:54:33Z | |
dc.date.issued | 2023-08-01 | |
dc.identifier.citation | Zui Chen, Lei Cao, and Sam Madden. Lingua Manga : A Generic Large Language Model Centric System for Data Curation. PVLDB, 16(12): 40744077, 2023. doi:10.14778/3611540.3611624 | en_US |
dc.identifier.issn | 2150-8097 | |
dc.identifier.doi | 10.14778/3611540.3611624 | |
dc.identifier.uri | http://hdl.handle.net/10150/671093 | |
dc.description.abstract | Data curation is a wide-ranging area which contains many critical but time-consuming data processing tasks. However, the diversity of such tasks makes it challenging to develop a general-purpose data curation system. To address this issue, we present Lingua Manga , a user-friendly and versatile system that utilizes pre-trained large language models. Lingua Manga offers automatic optimization for achieving high performance and label efficiency while facilitating flexible and rapid development. Through three example applications with distinct objectives and users of varying levels of technical proficiency, we demonstrate that Lingua Manga can effectively assist both skilled programmers and low-code or even no-code users in addressing data curation challenges. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Association for Computing Machinery (ACM) | en_US |
dc.rights | Copyright is held by the owner/author(s). This work is licensed under the Creative Commons BY-NC-ND4.0 International License. | en_US |
dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/4.0/ | en_US |
dc.subject | General Earth and Planetary Sciences | en_US |
dc.subject | Water Science and Technology | en_US |
dc.subject | Geography, Planning and Development | en_US |
dc.title | Lingua Manga : A Generic Large Language Model Centric System for Data Curation | en_US |
dc.type | Proceedings | en_US |
dc.contributor.department | University of Arizona | en_US |
dc.identifier.journal | Proceedings of the VLDB Endowment | en_US |
dc.description.note | Open access article. | en_US |
dc.description.collectioninformation | This item from the UA Faculty Publications collection is made available by the University of Arizona with support from the University of Arizona Libraries. If you have questions, please contact us at repository@u.library.arizona.edu. | en_US |
dc.eprint.version | Final published version | en_US |
dc.identifier.pii | 10.14778/3611540.3611624 | |
dc.source.journaltitle | Proceedings of the VLDB Endowment | |
dc.source.volume | 16 | |
dc.source.issue | 12 | |
dc.source.beginpage | 4074 | |
dc.source.endpage | 4077 | |
refterms.dateFOA | 2024-02-28T15:54:37Z |