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Boo Bench

Boo Bench — Leaderboard + paper

Boo Bench is Leaderboard + paper. It is ranked #71 on the AI Radar, in RAG & memory, first seen 53 days ago and shared in 15 posts (191.8k views).

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What Boo Bench says about itself

We built a haunted house to scare parsers into repeating themselves.

Boo Bench Boo Bench a ParseBench feature set Boo Bench is a haunted house of 179 pages built to scare document parsers into repeating themselves. Boo Bench is built to capture the pages that scare VLMs (cause them to make mistakes) but most specialized document OCR APIs perform well on. It is a playful and simple litmus test for understanding the need for specialized models, tools, and agent harnesses for document processing, beyond simply straight-shotting documents to VLMs. A Boo is an element on a page that scares a parser. We frequently see failure modes where certain pages cause parsers to go into repetition loops or stop parsing…

What people said about Boo Bench on X

Introducing the Document Parsing Protocol (DPP) There are hundreds of different OCR models and tools, but they might all parse a document in different ways. Some errors are very clear-cut (e.g. hallucinating text, or completely misaligning a table), but many errors are much more ambiguous (e.g. how to represent split…

— @jerryjliu0, 8 days ago · 792 likes · see the post

OCRia-1 is the best document parsing model for complex tables in PDFs: nested headers, merged cells, no cell borders, and extreme density within a single page. It tops multiple parsing benchmarks on table accuracy. 91.5% on ParseBench, 92.9% on olmOCR-bench, 84.1% on PulseBench-Tab, 83.2% on fr-bench-pdf2md. We…

— @jerryjliu0, 10 days ago · 295 likes · see the post

We've built the most accurate document extraction system on the planet. Extract Max Effort will spend dynamic tokens reasoning about every visual detail across hundreds of pages to ensure that you get the maximum accuracy possible. Check out this massive well log report below. It's more accurate and still cheaper…

— @jerryjliu0, 4 days ago · 252 likes · see the post

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Boo Bench in numbers

FAQ

What is Boo Bench?

Leaderboard + paper It was first shared on X 53 days ago and is ranked #71 on the AI Radar.

Is Boo Bench free?

Yes, it is free to use.

Who shared Boo Bench?

5 accounts on X, including @jerryjliu0, @llama_index, in 15 posts totalling 191.8k views.

Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.6k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 15:10 UTC. Full method.