Abstract: Recent work has shown that fine-tuning LLMs with synthetic data improves text-to-SQL performance. However, synthetic data for in-context learning (ICL) remains underexplored. Existing data ...

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Abstract: This systematic review investigates how Artificial Intelligence (AI) and Natural Language Processing (NLP) techniques, particularly chatbot-based and text-to-SQL systems, have been applied ...

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