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Your text-to-SQL model isn't as wrong as your benchmark says. The gold SQL is.

via Dev.to·independent coverage, not Tech Spindle reporting
Why this ranksAnalysis
53TS ScoreImpact + Innovation, combined
IMPACT50
INNOVATION55

Our take: Benchmark critique revealing eval flaws; useful but meta-commentary on existing work.

Why Impact & Innovation? We ask two questions of every story: did this actually change something in the real world (Impact), and is the idea genuinely new (Innovation)? Together, that's the TS Score — not engagement, not who posted it, just what matters and what's new.

Analysis of text-to-SQL model failures on the BIRD benchmark reveals 19% of mismatches are actually cases where the model correctly added DISTINCT when the gold annotation did not.

Read the full article at Dev.to

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ProgrammingOpen SourceTechnologyPublished Aug 7, 1:23 AM
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