Update README.md

README.md

@@ -28,4 +28,38 @@ configs:
     path: data/test-*
 ---
 
+## Dataset Description
+
+This dataset is a re-uploaded version of the **Muharaf** dataset.
+The original dataset was created by Mehreen Saeed et al. and released for research purposes.
+This repository is intended for easier access and experimentation via Hugging Face.
+
 [![Paper](https://img.shields.io/badge/Paper-black?style=flat-square&logo=arxiv)](https://arxiv.org/abs/2406.09630) | [![Dataset](https://img.shields.io/badge/Dataset-black?style=flat-square&logo=zenodo&logoColor=white&logoSize=auto)](https://zenodo.org/records/11492215)
+
+# How to use
+```python
+from datasets import load_dataset
+
+ds = load_dataset("amjad-awad/Arabic-Handwritten-Text-Recognition-Dataset")
+
+print(ds["train"][0]["image"])
+```
+
+## Attribution
+
+All credit for creating and curating this dataset goes to the original authors.
+This Hugging Face repository does **not** claim ownership of the data.
+
+## Citation
+
+If you use this dataset in your research, please cite the **original paper**:
+
+```bibtex
+@inproceedings{
+  saeed2024muharaf,
+  title={Muharaf: Manuscripts of Handwritten Arabic Dataset for Cursive Text Recognition},
+  author={Mehreen Saeed and Adrian Chan and Anupam Mijar and Joseph Moukarzel and Gerges Habchi and Carlos Younes and Amin Elias and Chau-Wai Wong and Akram Khater},
+  booktitle={The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
+  year={2024},
+  url={https://openreview.net/forum?id=1s8l1tnTXW}
+}