Sead: End-to-end text-to-sql generation with schema-aware denoising

K Xu, Y Wang, Y Wang, Z Wen, Y Dong - arXiv preprint arXiv:2105.07911, 2021 - arxiv.org
… seq-to-seq model to robust text-to-SQL generation. Instead of inducing constraint to decoder
… model with Schema-aware Denoising (SeaD), which consists of two denoising objectives …

SeaD: End-to-end Text-to-SQL Generation with Schema-aware Denoising

K YangDong - openreview.net
… Instead of formulating the task of text-to-SQL as slot-filling, we propose to train sequence-to-sequence
model with Schemaaware Denoising (SeaD), which consists of two denoising

Large language model enhanced text-to-sql generation: A survey

X Zhu, Q Li, L Cui, Y Liu - arXiv preprint arXiv:2410.06011, 2024 - arxiv.org
SEAD [90] is an end-to-end Textto-SQL generation method that employs more sophisticated
… Dong, “Sead: End-to-end text-to-sql generation with schema-aware denoising,” 2023. […

Schema-Aware Multi-Task Learning for Complex Text-to-SQL

Y Wu, H Wang - arXiv preprint arXiv:2403.09706, 2024 - arxiv.org
… The results are consistent with our motivation to tackle complex text-to-SQL and verify
that … novel schema-aware Multi-Task learning framework called MTSQL for complex text-to-SQL. …

Application of Noise Filter Mechanism for T5-Based Text-to-SQL Generation

MRA Rushdy, U Thayasivam - 2023 Moratuwa Engineering …, 2023 - ieeexplore.ieee.org
text-to-SQL task is to convert natural language queries into SQL queries However, the
presence of extensive text-to-SQL … issue and enhance performance in text-to-SQL tasks. These …

Reliable Text-to-SQL with Adaptive Abstention

K Chen, Y Chen, X Yu, N Koudas - arXiv preprint arXiv:2501.10858, 2025 - arxiv.org
… (1) We conduct a comprehensive investigation into the reliability of Text-to-SQL generation,
identifying key challenges and opportunities for improvement. (2) We propose a novel …

Text-to-SQL Systems in the Era of Advanced Large Language Models

M Pourreza - 2024 - era.library.ualberta.ca
… prone to ambiguities, complicating the text to SQL generation process and the evaluation of
… to prominence in text-to-SQL parsing largely because they can be trained end-to-end, thus …

Dts-sql: Decomposed text-to-sql with small large language models

M Pourreza, D Rafiei - arXiv preprint arXiv:2402.01117, 2024 - arxiv.org
… In our evaluation of text-to-SQL models, we utilized exact set match accuracy and execution
accuracy. The former involves comparing the components of SQL queries, such as select, …

A survey on text-to-sql parsing: Concepts, methods, and future directions

B Qin, B Hui, L Wang, M Yang, J Li, B Li… - arXiv preprint arXiv …, 2022 - arxiv.org
… parsing mainly because they can be trained in an end-to-end way and reduce the need for
… Dong, “Sead: End-to-end text-to-sql generation with schemaaware denoising,” ArXiv preprint…

Enhancing Text-to-SQL Parsing through Question Rewriting and Execution-Guided Refinement

W Mao, R Wang, J Guo, J Zeng, C Gao… - Findings of the …, 2024 - aclanthology.org
Text-to-SQL is crafted to convert natural language questions into executable SQL queries,
creating a user-friendly interface for relational databases that enhances both usability and …