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SQL

Our SQL series will delve in to the major aspects of our PREM1b SQL development work, deepening the understand of our framework

PremSQL: End-to-End Local First Text to SQL Pipelines

PremSQL by PremAI is an open-source, local-first library for building secure Text-to-SQL pipelines with Small Language Models. It offers datasets, executors, evaluators, generators, and pipelines to enable private, efficient, and autonomous NL2SQL solutions perfect for enterprise AI.

Evaluating LLMs for Text-to-SQL with PremSQL

PremAI’s PremSQL benchmarks GPT-4o, Claude, and Llama 3.1 on BirdBench for Text-to-SQL tasks. Explore execution accuracy, Valid Efficiency Score, and key insights into building efficient, reliable natural language to SQL pipelines powered by today’s leading LLMs.

Prem-1B-SQL: Fully Local Performant SLM for Text to SQL

Last week, we open-sourced PremSQL, a local first library that created customized Text-to-SQL solutions. When deploying RAG-based services (whether on documents or databases) for enterprises, it becomes crucial that the underlined data is not exposed to third-party APIs. With PremSQL, you can use our ready-made pipelines or customize and create

State of Text2SQL 2024

Text to SQL is a task that aims to convert natural language questions into corresponding SQL queries that can be executed in relational databases. Interestingly, this problem statement has been through research before the rise of Large Language Models.