Measuring and Optimizing LLMs for Production

with a case study in claim detection of fact checking

Large Language Models (LLMs) have revolutionized many fields, but deploying them in production environments requires careful consideration. This post will discuss how to measure and optimize LLM use, focusing on claim detection as an example.

Figures taken from https://arxiv.org/abs/2411.03350

Set Expectation

To understand the effectiveness of …