Outclassing Frontier LLMs at Extracting Information

Accurately extracting information from documents has been a decades-old dream. Many important workflows, from automated back-office processing to enterprise RAG, depend on it. General-purpose LLMs promise to fulfill this dream, but they have drawbacks: they make mistakes, are expensive, and are difficult to use privately.

The solution: specialized LLMs, built specifically for document extraction.

In this talk, I will present NuExtract3, the leading document-extraction LLM specialized in both structured extraction (turning documents into JSON following a schema) and OCR (turning documents into clean Markdown). I will demonstrate its capabilities, discuss what makes it different from general-purpose LLMs, and show how developers can use it either through its open-source version or through the NuExtract Platform.