Lumos: Let there be Language Model System Certification

1. 1Define the desired behavior of the Language Model System using Lumos's probabilistic programming DSL
2. 2Generate independent and identically distributed prompts for the LMS using Lumos's constructs
3. 3Formalize the prompt distributions via graphs and sample subgraphs to create random prompts
4. 4Certify the LMS for arbitrary prompts using Lumos's framework

AI engineers and researchers on a team can benefit from Lumos to ensure the reliability and consistency of their language models, while product managers can use it to evaluate and certify LMS for specific use cases

💡 Lumos provides a principled framework for specifying and certifying LMS behaviors, ensuring reliability and consistency

🚀 Introducing Lumos: a framework for certifying Language Model System behaviors #AI #LMS