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OlympiadBench
Mathematics / Science / Multimodal
OlympiadBench evaluates scientific reasoning on Olympiad-level mathematics and physics problems. Its official description lists 8,476 English and Chinese problems with separate text-only and multimodal settings.
The OlympiadBench research team introduced the benchmark in 2024 to evaluate scientific reasoning on difficult mathematics and physics problems. Its official repository is hosted by OpenBMB, and the Hothan dataset distribution on Hugging Face was published in July 2024. The benchmark includes English and Chinese material and both text-only and multimodal settings.
How it was built
OlympiadBench draws on existing Olympiad and examination problems in mathematics and physics. The official description lists 8,476 problems across its English and Chinese settings, including tasks with visual content. The catalog's selection contains 200 records from an English text-only mathematics competition setting, rather than a sample covering every setting. Records distinguish properties such as answer type, units and whether multiple answers are expected.
At a glance
Size
8,476 English and Chinese problems described across settings in the catalog introduction; this OE_TO_maths_en_COMP / train selection expects 200 task records with a source-row limit of 200.
License
apache-2.0 (declared on the Hugging Face dataset card)
Released
Dataset published on Hugging Face 2024-07
Maintainer
Hothan (Hugging Face organisation)
Answer access
Fields outside the question allowlist, including answers and solutions when supplied, remain in restricted storage; the converter alone does not establish whether usable answers are available.
What a problem looks like
The selected OE_TO_maths_en_COMP setting contains text-only mathematics questions. The import accepts question, language, subject, answer_type, question_type, unit, and is_multiple_answer.
For the 200 imported problems, the source ships an answer with every problem; this catalogue keeps it in restricted storage and never renders it.
Why it is hard
Requires scientific reasoning on Olympiad-level mathematics and physics problems.
Limitations and criticism
An OlympiadBench score needs to identify the evaluated language, subject and text-only or multimodal setting. Performance on English text-only mathematics cannot be treated as evidence of equal ability on Chinese problems or visual physics tasks. Because the benchmark draws on existing examination material, training-data overlap is a potential concern rather than something a high score can rule out. The tasks assess solving posed problems, not open-ended scientific investigation.
@article{he2024olympiadbench,
title={Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems},
author={He, Chaoqun and Luo, Renjie and Bai, Yuzhuo and Hu, Shengding and Thai, Zhen Leng and Shen, Junhao and Hu, Jinyi and Han, Xu and Huang, Yujie and Zhang, Yuxiang and others},
journal={arXiv preprint arXiv:2402.14008},
year={2024}
}
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