Kevin Schaul
Kevin Schaul

Visual journalist/hacker covering AI

← All evals

Extract FEMA incidents

Extracting data from a .pdf or .jpg of a table. Suggested by Simon Willison at his PyCon 2025 talk about building software with LLMs.

The table is on page 9 of this pdf. Here is the .jpg version:

Screenshot of the table to parse

View on GitHub

Model Pass rate Tests Avg tokens
claude-3-7-sonnet-20250219 100% 2 1.4k
claude-opus-4-0 100% 2 1.4k
gemini-2.5-pro-preview-03-25 100% 2 3.1k
claude-3-5-sonnet-20241022 50% 2 1.4k
gemini-1.5-flash-latest 50% 2 1.0k
gemini-2.5-pro-preview-05-06 50% 2 3.8k
claude-3-opus-20240229 0% 1 1.6k
claude-sonnet-4-0 0% 2 1.4k
gemini-1.5-pro-latest 0% 2 1.0k
gpt-4o 0% 2 761
gpt-4o-mini 0% 2 580
gpt-5-2025-08-07 0% 2 4.2k
gpt-oss-20b 0% 1 78
o1 0% 2 6.2k
o3 0% 2 2.1k
o4-mini-2025-04-16 0% 2 2.9k
qwen3-14b 0% 1 299
qwen3-vl-8b-instruct 0% 2 2.9k
qwen3-vl-8b-thinking 0% 2 9.9k
deepseek-ocr 1
kimi-k2-thinking (moonshotai) 2
qwen3-30b-a3b-2507 1
qwen3-VL-30b-a3b-2507 1

Full results

Loading results…