NSQL: Closing the Performance Gap with Open Source SQL Generation with the Number Station SQL FMs скачать в хорошем качестве

NSQL: Closing the Performance Gap with Open Source SQL Generation with the Number Station SQL FMs

Join us for an introduction to NSQL, a new family of open-source foundation models automating SQL generation tasks. This talk will discuss the limitations of existing open and closed-source foundation models for enterprise use, including issues of customization, quality, and privacy. We will highlight how NSQL addresses these challenges with its open-source nature, specialized training for SQL tasks, and a range of model sizes to accommodate diverse hardware configurations. Included in the talk will be NSQL's data generation process and training approach, underlining its advantages over other foundation models for SQL generation. We will demonstrate how the NSQL models outperform existing open source models for SQL generation and, by starting from the newest LLama2 commercially available model, we even beat closed source models.