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README.md CHANGED
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  ---
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- license: apache-2.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ configs:
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+ - config_name: ar
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+ data_files:
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+ - split: low
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+ data_files:
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+ data_files:
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+ - split: low
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+ data_files:
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+ - split: top
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+ - split: high
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+ - split: medium
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+ path: en/medium.parquet
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+ - split: low
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+ data_files:
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+ - split: top
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+ - split: high
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+ - split: medium
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+ - split: low
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+ - config_name: fr
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+ data_files:
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+ - split: top
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+ - split: high
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+ - split: low
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+ data_files:
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+ data_files:
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+ - split: top
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+ - split: top
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+ data_files:
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+ - split: top
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+ - split: low
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+ - config_name: th
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+ data_files:
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+ path: th/top.parquet
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+ - split: high
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+ - split: medium
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+ - split: low
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+ - config_name: vi
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+ data_files:
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+ - split: high
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+ - split: medium
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+ path: vi/medium.parquet
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+ - split: low
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+ - config_name: zh
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+ data_files:
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+ - split: top
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+ path: zh/top.parquet
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+ - split: high
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+ - split: medium
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+ - split: low
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+ path: zh/low.parquet
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  ---
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+
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+
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+
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+
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+ <div align="center">
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+
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+ <h2>
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+ PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
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+ </h2>
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+
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+ </div>
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+
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+
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+
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+ <div align="center">
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+ <a href="https://arxiv.org/abs/2504.12345">
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+ <img src="https://img.shields.io/badge/arXiv-2504.12345-b31b1b.svg?logo=arxiv" alt="arXiv Badge"/>
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+ </a>
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+ <a href="https://github.com/your-username/PolyMath">
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+ <img src="https://img.shields.io/badge/GitHub-Code-black?logo=github" alt="GitHub Badge"/>
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+ </a>
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+ </div>
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+
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+
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+
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+ **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.
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+
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+
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+ - 📈 **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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+
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+ <div align="center">
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+ <img src="_ASSETS/level.png" alt="logo" width="85%"/>
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+ </div>
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+
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+
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+
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+ - 🌍 **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.
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+
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+ <div align="center">
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+ <img src="_ASSETS/language.png" alt="logo" width="50%"/>
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+ </div>
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+
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+ - 🧑‍🏫 **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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+
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+ <div align="center">
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+ <img src="_ASSETS/human.png" alt="logo" width="90%"/>
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+ </div>
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+
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+
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+
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+
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+ ---
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+
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+ ## 📊 Main Results
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+
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+ <div align="center">
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+ <img src="_ASSETS/benchmark_score.png" alt="logo" width="80%"/>
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+ </div>
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+
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+ ---
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+
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+ ## 📄 Citation
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+
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+ If you use **PolyMath** in your research, please cite us:
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+
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+ ```bibtex
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+ @misc{polymath2025,
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+ title = {PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts},
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+ author = {xxx},
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+ year = {2025},
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+ eprint = {2504.12345},
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+ archivePrefix = {arXiv},
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+ primaryClass = {cs.CL}
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+ }
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+ ```
_ASSETS/benchmark_score.png ADDED

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