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  LoRA fine-tuning of **Qwen2.5-Coder-0.5B-Instruct** for **Text-to-SQL generation** using the **Gretel synthetic_text_to_sql** dataset.
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- Text-to-SQL systems translate natural-language questions into executable SQL using a provided database schema or SQL context. SQLQwen is designed to specialize a lightweight code-focused language model for this task while keeping the fine-tuning process parameter-efficient and practical on consumer hardware.
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  LoRA fine-tuning of **Qwen2.5-Coder-0.5B-Instruct** for **Text-to-SQL generation** using the **Gretel synthetic_text_to_sql** dataset.
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+ Text-to-SQL systems translate natural-language questions into SQL using a provided database schema or SQL context. SQLQwen is designed to specialize a lightweight code-focused language model for this task while keeping the fine-tuning process parameter-efficient and practical on day-to-day (normal) hardware.
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