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A rule based approach for nlp based query processing,

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cs.AI 1

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2025 1

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Meta-aware Learning in text-to-SQL Large Language Model

cs.AI · 2025-05-25 · conditional · novelty 4.0

Combining schema, chain-of-thought, metadata knowledge, and tokenized prompt structures during fine-tuning improves text-to-SQL execution accuracy on private business databases compared to schema-only fine-tuning.

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  • Meta-aware Learning in text-to-SQL Large Language Model cs.AI · 2025-05-25 · conditional · none · ref 5

    Combining schema, chain-of-thought, metadata knowledge, and tokenized prompt structures during fine-tuning improves text-to-SQL execution accuracy on private business databases compared to schema-only fine-tuning.