Improving Text-to-SQL with a Fine-Tuned 7B LLM for DB Interactions
I have encountered challenges when using 7B LLMs for SQL generation tasks, particularly when working with the company’s databases. These models often struggle to generate accurate SQL queries, even when provided with the database schema and table relationships in the context. To address this challenge, fine-tuning a 7B model using QLoRA on a custom dataset tailored to … Read more