Update dataset card: add link to paper, task category

This PR ensures the dataset can be found at https://huggingface.co/papers/2502.14949 and adds a link to the Github and project page.

README.md

@@ -18,8 +18,17 @@ configs:
   data_files:
   - split: train
     path: data/train-*
+task_categories:
+- image-to-text
+language:
+- ar
+tags:
+- ocr
 ---
 
+This dataset is part of **KITAB-Bench**, a comprehensive Arabic OCR benchmark.
+
 **Please see paper & code for more information:**
-- https://github.com/mbzuai-oryx/KITAB-Bench
-- https://arxiv.org/abs/2502.14949
+- Paper: https://arxiv.org/abs/2502.14949
+- Code: https://github.com/mbzuai-oryx/KITAB-Bench
+- Project Page: https://mbzuai-oryx.github.io/KITAB-Bench/