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Every text-to-SQL benchmark score you've seen was measured without access control

Community description: Spider, BIRD, LiveSQLBench. If you have evaluated a text-to-SQL system in the last five years you...

Dev.to | Sep 12, 2026 | Ashish sinha

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Then they score existing systems against it. So something narrows the candidates before the model writes anything. The difference matters: a table ranked last is still and still named in your logs.

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