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Unlike standard distillation methods that rely on unstructured Chain-of-Thought (CoT), Struct-SQL learns to generate a formal, logical blueprint (a query plan) before generating the final SQL. This approach significantly reduces syntactic errors and schema hallucinations.
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📄 **Paper:** [Knowledge Distillation with Structured Chain-of-Thought for Text-to-SQL](https://arxiv.org/abs/2512.17053)
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## Performance
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Unlike standard distillation methods that rely on unstructured Chain-of-Thought (CoT), Struct-SQL learns to generate a formal, logical blueprint (a query plan) before generating the final SQL. This approach significantly reduces syntactic errors and schema hallucinations.
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📄 **Paper:** [Knowledge Distillation with Structured Chain-of-Thought for Text-to-SQL](https://arxiv.org/abs/2512.17053)
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*(Accepted at Canadian AI Conference 2026)*
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## Performance
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