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Exploring Database Normalization Effects on SQL Generation

Published • Nov 8, 2025
NobleIDNI8P79W68R34S91
Authors:
Ryosuke Kohita

Abstract

Schema design, particularly normalization, is a critical yet often overlooked factor in natural language to SQL (NL2SQL) systems. Most prior research evaluates models on fixed schemas, overlooking the influence of design on performance. We present the first systematic study of schema normalization's...

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