November 30, 2025Vicinagearth.Open Access

Rethinking data in NL2SQL: a survey of what we have and what we expect

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Survey evaluates data types and sources used in NL2SQL systems, highlighting challenges and metrics.

Evaluation indicates data quality significantly influences NL2SQL system performance and outcomes.
Data types and sources are assessed to understand their role in the NL2SQL lifecycle and challenges.
Survey explores various metrics for evaluating the effectiveness of NL2SQL systems.
Remaining challenges in data usage may inform promising directions for future research.

Fan et al. (2025) studied this question.

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