SemanticAgent introduces a three-stage semantic analysis, synthesis, and verification process that produces higher-quality text-to-SQL training data than prior execution-only methods.
SWIFT: A scalable lightweight infrastructure for fine-tuning.Proceedings of the AAAI Conference on Artificial Intelligence, 39(28):29733–29735, apr 2025
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SemanticAgent: A Semantics-Aware Framework for Text-to-SQL Data Synthesis
SemanticAgent introduces a three-stage semantic analysis, synthesis, and verification process that produces higher-quality text-to-SQL training data than prior execution-only methods.