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antgroup/Agentar-Scale-SQL

Agentar-Scale-SQL is a Text-to-SQL framework using orchestrated test-time scaling with LLMs to convert natural language queries into SQL.

Agentar-Scale-SQL
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This framework implements an Orchestrated Test-Time Scaling strategy that combines multiple perspectives to improve Text-to-SQL performance on challenging benchmarks like BIRD. It leverages scalable computation and LLMs to bridge the gap between state-of-the-art models and human expert performance in database querying, achieving 81.67% execution accuracy on the BIRD leaderboard.

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