Deploying LLMs on Structured Data Tasks: Lessons from the Trenches // Laurel Orr // LLMs III Talk

// Abstract
Join us for an introduction to NSQL, a new family of open-source foundation models with up to 7B parameters automating SQL generation tasks. We will explore 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 …

abstract data enterprise explore family foundation iii introduction join limitations llms parameters sql sql generation structured data talk tasks