Introduction · Hugging Face
Introduction · Hugging Face
Apr 3, 2025
huggingface.co
GenAI Project 1 - LLM Fine-Tuning with LoRA on Google Colab | Text-to-SQL
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Finally! A Text-to-SQL solution that actually works (open-source).When text-to-SQL fails, the real issue isn't the LLM or the prompt but schema retrieval.Consider a query like "Which publishers received royalty payments above $5,000?"To handle this, vector search can pull "publisher" and "royalty_ledger" based on semantic similarityBut it can completely miss "vendor_agreement", the bridge table that connects them. The LLM writes valid SQL, but the engine still returns zero rows.This is a fundame
0:03
Finally! A Text-to-SQL solution that actually works (open-source).When text-to-SQL fails, the real issue isn't the LLM or the prompt but schema retrieval.Consider a query like "Which publishers received royalty payments above $5,000?"To handle this, vector search can pull "publisher" and "royalty_ledger" based on semantic similarityBut it can completely miss "vendor_agreement", the bridge table that connects them. The LLM writes valid SQL, but the engine still returns zero rows.This is a fundame
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