LLM Evaluation for Production Enterprise Applications
Explore the critical role of evaluation in enterprise LLM applications through this informative 25-minute video presented by Snorkel AI founding engineer Vincent Sunn Chen. Discover why evaluation is the biggest blocker for enterprise LLM applications and learn how proper assessment can unlock their potential. Gain insights into common metrics used by enterprises to evaluate LLMs and understand three key approaches: OSS benchmarks and metrics, LLM as judge, and human annotation. Conclude with a demonstration of how the Snorkel Flow AI data development platform enhances LLM evaluation for enterprise tasks, making it faster, better, and more scalable. Delve into the world of large language models, enterprise AI, and evaluation techniques to overcome implementation challenges and ensure compliance with company guidelines, legal requirements, and desired tone and format.