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SimpleQA
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SimpleQA collects short fact-seeking questions that have exactly one indisputable answer, measuring both how often a model is right and how often it declines. The format is deliberately narrow so that grading is not itself contestable.
simpleqa
Full text: eligible public problems include text, images and discussion.
Reference links
At a glance
What a problem looks like
One short question. The reference answer and the URLs that document it are not part of the prompt.
How it is scored
The source ships a reference answer with every question; this catalogue keeps it in restricted storage and never renders it.
Metric: correct, incorrect and not-attempted rates, and the F-score that combines them
Why it is hard
The questions are short but the facts are obscure, and a model that guesses scores worse than one that abstains. It measures calibration as much as knowledge.
Cite
@article{wei2024simpleqa,
title={Measuring short-form factuality in large language models},
author={Jason Wei and Nguyen Karina and Hyung Won Chung and Yunxin Joy Jiao and Spencer Papay and Amelia Glaese and John Schulman and William Fedus},
journal={arXiv preprint arXiv:2411.04368},
year={2024}
}Discussion
Contribute
Share a reproduction, report an evaluation issue, or suggest a correction to this benchmark overview.
Tasks
Whole public benchmark.
- Public problems
- 200
- Formats
- text (200)
- Problems with images
- 0
- Answer availability
- Answer published by the source (200)
- Configs
- default (200)
- Splits
- test (200)
- Awaiting a first discussion
- 200
- Problems with a discussion
- 0
- Public contributions
- 0
Provenance and terms
Pinned source revisions, newest first:
e319282ab125c3dbd0c7fd00be2e4dd54e7e8f94· acquired 2026-09-12 · release2f3ac1c4c266
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