GeoPrecisionBench

GeoPrecisionBench is a dataset for testing whether a model can judge a coordinate pin against the building it is supposed to mark.

Each sample is a rural building in the contiguous United States (CONUS), shown on NAIP aerial imagery. A coordinate pin is rendered on the image at a controlled, signed offset from the building's footprint edge. Offsets range from −5 m (inside the footprint) to 80 m.

Each sample carries labels for two tasks:

On-building verification: whether the pin lies on the building. Distance estimation: the pin's distance to the building.

Contents

file	content
pins.parquet	one row per pin; image = path of the render the models saw
sources.parquet	one row per source building
boxes.parquet	sampling boxes
answers.parquet	main-run model answers (verification, distance)
consistency_answers.parquet	repeats 1-4 on the human-comparison pins
gold/	building check, human on-roof answers and review, failure-mode codes
configs/	prompts, bins, scoring settings (incl. excluded sources)

Footprints: Overture Maps 2026-08-19.0. Imagery: USDA NAIP.