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- W4385570031 abstract "Text-to-SQL translates user queries into SQL statements that can retrieve relevant answers from relational databases. Recent approaches to Text-to-SQL rely on pre-trained language models that are computationally expensive and technically challenging to deploy in real-world applications that require real-time or on-device processing capabilities. In this paper, we perform a focused study on the feasibility of applying recent model compression techniques to sketch-based and sequence-to-sequence Text-to-SQL models. Our results reveal that sketch-based Text-to-SQL models generally have higher inference efficiency and respond better to model compression than sequence-to-sequence models, making them ideal for real-world deployments, especially in use cases with simple SQL statements." @default.
- W4385570031 created "2023-08-05" @default.
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- W4385570031 date "2023-01-01" @default.
- W4385570031 modified "2023-09-23" @default.
- W4385570031 title "An Exploratory Study on Model Compression for Text-to-SQL" @default.
- W4385570031 doi "https://doi.org/10.18653/v1/2023.findings-acl.740" @default.
- W4385570031 hasPublicationYear "2023" @default.
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