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Feyn AI Releases SQRL, a Text-to-SQL Model Family That Inspects the Database Before Writing a Query

MarkTechPost Asif Razzaq

Feyn AI released SQRL, a family of text-to-SQL models that inspect databases before generating queries to resolve ambiguity and avoid logically incorrect results. SQRL-35B-A3B achieves 70.6% execution accuracy on the BIRD Dev benchmark, outperforming Claude Opus 4.6 at 68.77%, with smaller 4B and 9B variants also available on Hugging Face. The models are trained to decide when inspection is needed, allowing easy questions to be answered immediately while complex queries benefit from read-only database probes before final answer generation.

Why it matters

Feyn Labs has released SQRL, a family of text-to-SQL models that inspect a database with read-only probes before committing to a query. The flagship SQRL-35B-A3B reports 70.6% execution accuracy on BIRD Dev, edging Claude Opus 4.6, and distills into self-hostable 4B and 9B checkpoints. The post Feyn AI Releases SQRL, a Text-to-SQL Model Family That Inspects the Database Before Writing a Query appeared first on MarkTechPost.

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