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PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts

PolyMath is a multilingual mathematical reasoning benchmark covering 18 languages and 4 easy-to-hard difficulty levels. Our benchmark ensures difficulty comprehensiveness, language diversity, and high-quality translation, making it a highly discriminative multilingual mathematical benchmark in the era of reasoning LLMs.

  • ๐Ÿ“ˆ Broad Difficulty Range: PolyMath defines and partitions mathematical difficulty across four levels using two core dimensions: Thought Depth and Knowledge Breadth, ranging from K-12 to Olympiad and advanced frontier mathematics, with 125 problems per language at each level.
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  • ๐ŸŒ Language Diversity: Each problem in PolyMath is available in 18 parallel language versions, encompassing over 75% of the worldโ€™s native speakers and major language families, ensuring diversity across both high-resource and low-resource languages.
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  • ๐Ÿง‘โ€๐Ÿซ High-Quality Annotation: Each problem translation is calibrated by language experts, avoiding direct use of LLM-generated outputs and ensuring precise term and logical clarity.
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๐Ÿ“Š Main Results

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๐Ÿ“„ Citation

If you use PolyMath in your research, please cite us:

@misc{polymath2025,
  title     = {PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts},
  author    = {xxx},
  year      = {2025},
  eprint    = {2504.12345},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CL}
}