Translating Natural Language Queries to SQL Using the T5 Model

This paper presents the development process of a natural language to SQL model using the T5 model as the basis. The models, developed in August 2022 for an online transaction processing system and a data warehouse, have a 73\% and 84\% exact match accuracy respectively. These models, in conjunction...

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Veröffentlicht in:arXiv.org 2023-12
Hauptverfasser: Wong, Albert, Pham, Lien, Young, Lee, Chan, Shek, Sadaya, Razel, Khmelevsky, Youry, Clement, Mathias, Yau Cheng, Florence Wing, Mahony, Joe, Ferri, Michael
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Sprache:eng
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Zusammenfassung:This paper presents the development process of a natural language to SQL model using the T5 model as the basis. The models, developed in August 2022 for an online transaction processing system and a data warehouse, have a 73\% and 84\% exact match accuracy respectively. These models, in conjunction with other work completed in the research project, were implemented for several companies and used successfully on a daily basis. The approach used in the model development could be implemented in a similar fashion for other database environments and with a more powerful pre-trained language model.
ISSN:2331-8422