A lot of professional work around documents can be arbitrarily challenging to automate. It not only requires deep visual perception/OCR arou…

A lot of professional work around documents can be arbitrarily challenging to automate. It not only requires deep visual perception/OCR around complex entities (diagrams/charts), but also requires a reasoning trace that can reconcile disparate sources of oftentimes contradictory information. Check out the example video below around a water loss audit. Solving this task not only requires reading the water loss diagram, but also understand the exact date and subsequent changes in the appendix. We think hard document extraction tasks as a microcosm for professional work over PDFs. That's why we launched ExtractBenchPro - a benchmark that's challenging even for the latest frontier models (e.g. Astra/Opus). Even as frontier models with max thinking models push the boundaries of accuracy, there is a massive opportunity to build specialized models that can push the frontiers of cost and latency. For more info on ExtractBench Pro, check out our blog and the website! https://www.llamaindex.ai/blog/introducing-extractbench-pro Site: http://extractbenchpro.ai Media Introducing ExtractBenchPro: the most challenging benchmark for real-world document extraction. We see a massive long tail of document complexity in terms of use cases brought on from our customers, that are completely unsolved from a price-performance standpoint. These include t…

Source: Jerry Liu (X) | 2026-10-19

Related