Create README.md

README.md

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+---
+task_categories:
+- question-answering
+language:
+- he
+---
+
+# ParaShoot
+
+[ParaShoot](https://github.com/omrikeren/ParaShoot): A Hebrew question and answering dataset in the style of [SQuAD](https://arxiv.org/abs/1606.05250), based on articles scraped from Wikipedia. The dataset contains a few thousand crowdsource-annotated pairs of questions and answers, in a setting suitable for few-shot learning.
+
+For more details and quality analysis, see the [paper](https://arxiv.org/abs/2109.11314).
+
+## Dataset Statistics
+
+| **#Items** | **#Articles** | **#Paragraphs** |         |
+| ---------- | ------------- | --------------- | ------- |
+| Train      | 1792          | 295             | 565     |
+| Dev        | 221           | 33              | 63      |
+| Test       | 1025          | 165             | 319     |
+| **Total**  | **3038**      | **493**         | **947** |
+
+
+## Citing
+If you use ParaShoot in your research, please cite the ParaShoot paper:
+```bibtex
+@inproceedings{keren2021parashoot,
+  title={ParaShoot: A Hebrew Question Answering Dataset},
+  author={Keren, Omri and Levy, Omer},
+  booktitle={Proceedings of the 3rd Workshop on Machine Reading for Question Answering},
+  pages={106--112},
+  year={2021}
+}
+```