Research

Papers, prototypes, and notes from the lab.

LLMextraction

Structured Extraction from Financial Documents with LLMs

Exploring techniques for reliable structured data extraction from financial documents using large language models with schema enforcement and validation.

January 2025

evaluationdocument AI

Building an Evaluation Framework for Document AI Systems

How we measure accuracy, reliability, and usefulness in production document understanding systems beyond simple benchmarks.

December 2024