SciEvalKit

<h1 align="center"><img src="assets/icon/opencompass.png" alt="OpenCompass" height="50" style="vertical-align:middle;" />&nbsp;SciEval ToolKit</h1>

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A unified evaluation toolkit and leaderboard for rigorously assessing the scientific intelligence of large language and vision–language models across the full research workflow.
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[![Tutorial](https://img.shields.io/badge/Tutorial-SciEval-b8dcff?style=for-the-badge&logo=google-chrome&logoColor=white)](https://scievalkit-docs.readthedocs.io/en/latest)&#160;
[![Leaderboard](https://img.shields.io/badge/LEADERBOARD-Scieval-f6e58d?style=for-the-badge&logo=huggingface)](https://opencompass.org.cn/Intern-Discovery-Eval/rank)&#160;
[![Report](https://img.shields.io/badge/REPORT-Technical-f4c2d7?style=for-the-badge&logo=arxiv)](https://arxiv.org/abs/2512.22334)&#160;
[![GitHub](https://img.shields.io/badge/GitHub-Repository-c7b9e2?style=for-the-badge&logo=github&logoColor=white)](https://github.com/InternScience/SciEvalKit)

<img src="assets/icon/welcome.png" alt="welcome" height="24" style="vertical-align:middle;" />
&nbsp;Welcome to the official repository of <strong>SciEval</strong>!

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  <img src="assets/SciEvalKit.png" alt="SciEval capability radar" width="90%">
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## <img src="assets/icon/why.png" alt="why" height="28" style="vertical-align:middle;" />&nbsp;Why SciEval?

**SciEval** is an open‑source evaluation framework and leaderboard aimed at measuring the **scientific intelligence** of large language and vision–language models.  
Although modern frontier models often achieve *~90* on general‑purpose benchmarks, their performance drops sharply on rigorous, domain‑specific scientific tasks—revealing a persistent **general‑versus‑scientific gap** that motivates the need for SciEval.
Its design is shaped by following core ideas:

- **Beyond general‑