LLM Evals: Setup and the Metrics That Matter

How to build and run LLM evals — and why you should use precision and recall when benchmarking your LLM prompt template

This piece is co-authored by Ilya Reznik

Large language models (LLMs) are an incredible tool for developers and business leaders to create new value for consumers. They make personal recommendations, translate between unstructured and structured data, summarize large amounts of information, and do so much more.

As the applications …

author benchmarking bing build business dalle developers evals hands-on-tutorials ilya image language language models leaders llm llm-evaluation llmops llm prompt llms matter metrics observability open ai api precision prompt recall setup tool value