Add dataset card for SFE (Scientists First Exam) Multimodal Science Benchmark

README.md

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+---
+license: cc-by-nc-4.0
+task_categories:
+  - visual-question-answering
+  - question-answering
+language:
+  - en
+  - zh
+tags:
+  - science
+  - multimodal
+  - benchmark
+  - evaluation
+  - astronomy
+  - earth-science
+  - biology
+  - materials-science
+pretty_name: "SFE (Scientists First Exam) Multimodal Science Benchmark"
+size_categories:
+  - n<1K
+---
+
+# SFE (Scientists First Exam) Multimodal Science Benchmark
+
+**SFE 科学家第一考试多模态评测数据集**
+
+## Dataset Description
+
+- **Homepage:** [obaydata.com](https://obaydata.com)
+- **Organization:** New Oriental Bay Limited (obaydata)
+- **Contact:** simon.su@obaydata.com
+
+## Description
+
+SFE (Scientists First Exam) is a multimodal scientific LLM evaluation benchmark. It uses original research data combined with expert annotations to construct high-difficulty scientific reasoning datasets, evaluating models' full-chain research capabilities from signal perception and attribute understanding to complex reasoning.
+
+**Domains:** Astronomy, Earth Science, Life Science, Materials Science, and more.
+
+**Data Production:** Domain experts combine the latest research results to annotate high-difficulty multimodal image-text questions with answer explanations.
+
+**Difficulty Standard:** Data is produced to the pass@4 standard where the model answers correctly at most twice out of four attempts.
+
+### 中文描述
+
+SFE（Scientists First Exam）是多模态科学大模型评测基准，核心是用原始科研数据 + 专家标注构建高难度科学推理数据集，评估模型从信号感知、属性理解到复杂推理的全链条科研能力。
+
+由专家结合最新研究成果在天文学、地球科学、生命科学、材料科学等领域进行标注，生产出具备高难度的多模态图文题目并出具答案解析。生产数据按照pass@4标准模型至多答对两次。
+
+## Dataset Details
+
+| Property | Value |
+|----------|-------|
+| **Scale** | Weekly production capacity: 300 entries |
+| **Format** | JSON with images |
+| **License** | CC-BY-NC-4.0 |
+| **Copyright** | Full copyright provided |
+| **Use Case** | Evaluating multimodal LLMs on expert-level scientific reasoning across multiple disciplines |
+
+## Citation
+
+If you use this dataset, please cite:
+
+```bibtex
+@dataset{obaydata2026,
+  author = {OBayData Team},
+  title = {SFE (Scientists First Exam) Multimodal Science Benchmark},
+  year = {2026},
+  publisher = {HuggingFace},
+  url = {https://huggingface.co/datasets/obaydata/sfe-scientists-first-exam}
+}
+```