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Dev · cacm.acm.org · Thursday, 23 July 2026

Beaver benchmark reveals Text‑to‑SQL models stumble on real warehouse quirks

The newly released Beaver benchmark evaluates Text-to-SQL systems on actual enterprise data warehouses, exposing problems like schema rot and idiosyncratic identifiers that synthetic tests miss. Early results show off‑the‑shelf LLMs still falter, highlighting a gap between research claims and production readiness.

Read the source: cacm.acm.org ↗In the 23 July issue →