---
configs:
- config_name: ar
  data_files:
    - split: top
      path: ar/top.parquet
    - split: high
      path: ar/high.parquet
    - split: medium
      path: ar/medium.parquet
    - split: low
      path: ar/low.parquet
- config_name: bn
  data_files:
    - split: top
      path: bn/top.parquet
    - split: high
      path: bn/high.parquet
    - split: medium
      path: bn/medium.parquet
    - split: low
      path: bn/low.parquet
- config_name: de
  data_files:
    - split: top
      path: de/top.parquet
    - split: high
      path: de/high.parquet
    - split: medium
      path: de/medium.parquet
    - split: low
      path: de/low.parquet
- config_name: en
  data_files:
    - split: top
      path: en/top.parquet
    - split: high
      path: en/high.parquet
    - split: medium
      path: en/medium.parquet
    - split: low
      path: en/low.parquet
- config_name: es
  data_files:
    - split: top
      path: es/top.parquet
    - split: high
      path: es/high.parquet
    - split: medium
      path: es/medium.parquet
    - split: low
      path: es/low.parquet
- config_name: fr
  data_files:
    - split: top
      path: fr/top.parquet
    - split: high
      path: fr/high.parquet
    - split: medium
      path: fr/medium.parquet
    - split: low
      path: fr/low.parquet
- config_name: id
  data_files:
    - split: top
      path: id/top.parquet
    - split: high
      path: id/high.parquet
    - split: medium
      path: id/medium.parquet
    - split: low
      path: id/low.parquet
- config_name: it
  data_files:
    - split: top
      path: it/top.parquet
    - split: high
      path: it/high.parquet
    - split: medium
      path: it/medium.parquet
    - split: low
      path: it/low.parquet
- config_name: ja
  data_files:
    - split: top
      path: ja/top.parquet
    - split: high
      path: ja/high.parquet
    - split: medium
      path: ja/medium.parquet
    - split: low
      path: ja/low.parquet
- config_name: ko
  data_files:
    - split: top
      path: ko/top.parquet
    - split: high
      path: ko/high.parquet
    - split: medium
      path: ko/medium.parquet
    - split: low
      path: ko/low.parquet
- config_name: ms
  data_files:
    - split: top
      path: ms/top.parquet
    - split: high
      path: ms/high.parquet
    - split: medium
      path: ms/medium.parquet
    - split: low
      path: ms/low.parquet
- config_name: pt
  data_files:
    - split: top
      path: pt/top.parquet
    - split: high
      path: pt/high.parquet
    - split: medium
      path: pt/medium.parquet
    - split: low
      path: pt/low.parquet
- config_name: ru
  data_files:
    - split: top
      path: ru/top.parquet
    - split: high
      path: ru/high.parquet
    - split: medium
      path: ru/medium.parquet
    - split: low
      path: ru/low.parquet
- config_name: sw
  data_files:
    - split: top
      path: sw/top.parquet
    - split: high
      path: sw/high.parquet
    - split: medium
      path: sw/medium.parquet
    - split: low
      path: sw/low.parquet
- config_name: te
  data_files:
    - split: top
      path: te/top.parquet
    - split: high
      path: te/high.parquet
    - split: medium
      path: te/medium.parquet
    - split: low
      path: te/low.parquet
- config_name: th
  data_files:
    - split: top
      path: th/top.parquet
    - split: high
      path: th/high.parquet
    - split: medium
      path: th/medium.parquet
    - split: low
      path: th/low.parquet
- config_name: vi
  data_files:
    - split: top
      path: vi/top.parquet
    - split: high
      path: vi/high.parquet
    - split: medium
      path: vi/medium.parquet
    - split: low
      path: vi/low.parquet
- config_name: zh
  data_files:
    - split: top
      path: zh/top.parquet
    - split: high
      path: zh/high.parquet
    - split: medium
      path: zh/medium.parquet
    - split: low
      path: zh/low.parquet
---




<div align="center">

  <h2>
    PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
  </h2>

</div>



<div align="center">
  <a href="https://arxiv.org/abs/2504.12345">
    <img src="https://img.shields.io/badge/arXiv-2504.12345-b31b1b.svg?logo=arxiv" alt="arXiv Badge"/>
    </a>
    <a href="https://github.com/your-username/PolyMath">
    <img src="https://img.shields.io/badge/GitHub-Code-black?logo=github" alt="GitHub Badge"/>
</a>
</div>



**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.


- 📈 **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.

<div align="center">
  <img src="_ASSETS/level.png" alt="logo" width="85%"/>
</div>



- 🌍 **Language Diversity:** Each problem in PolyMath is available in **18 parallel language versions**, encompassing **over 75% of the world’s native speakers** and major language families, ensuring diversity across both high-resource and low-resource languages.

<div align="center">
  <img src="_ASSETS/language.png" alt="logo" width="50%"/>
</div>

- 🧑‍🏫 **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.

<div align="center">
  <img src="_ASSETS/human.png" alt="logo" width="90%"/>
</div>




---

## 📊 Main Results

<div align="center">
  <img src="_ASSETS/benchmark_score.png" alt="logo" width="80%"/>
</div>

---

## 📄 Citation

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

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