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Zhi-Hui Lu

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Aug 2026

ATLAS: Adaptive Text-to-SQL with Lifecycle-Aware Self-Maintaining Context

Deploying Text-to-SQL in production is hampered by context-window limits on large schemas, metadata that goes stale as schemas evolve, and infrastructure sprawl from external vector stores. We demonstrate ATLAS , which addresses all three by co-locating schema metadata, semantic annotations, and vector embeddings e...

Qing Zhang, Shijing Hu, Zhihui Lu · 0 citations

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