Update README.md

README.md

@@ -12,7 +12,7 @@ dataset_info:
     num_bytes: 1201035808.02
     num_examples: 5082
   - name: validation
-    num_bytes: 35623015.0
+    num_bytes: 35623015
     num_examples: 165
   download_size: 1253265979
   dataset_size: 1236658823.02
@@ -23,11 +23,25 @@ configs:
     path: data/train-*
   - split: validation
     path: data/validation-*
+task_categories:
+- text-to-speech
+- automatic-speech-recognition
+language:
+- ar
 ---
 
-This repo contains diacritized transcription and wavs of the TunSwitch dataset.
+This repo contains **diacritized transcription** and wavs of the TunSwitch dataset.
 
 ```
+@misc{talafha2025nadi2025multidialectalarabic,
+      title={NADI 2025: The First Multidialectal Arabic Speech Processing Shared Task}, 
+      author={Bashar Talafha and Hawau Olamide Toyin and Peter Sullivan and AbdelRahim Elmadany and Abdurrahman Juma and Amirbek Djanibekov and Chiyu Zhang and Hamad Alshehhi and Hanan Aldarmaki and Mustafa Jarrar and Nizar Habash and Muhammad Abdul-Mageed},
+      year={2025},
+      eprint={2509.02038},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2509.02038}, 
+}
 @misc{abdallah2023leveragingdatacollectionunsupervised,
       title={Leveraging Data Collection and Unsupervised Learning for Code-switched Tunisian Arabic Automatic Speech Recognition}, 
       author={Ahmed Amine Ben Abdallah and Ata Kabboudi and Amir Kanoun and Salah Zaiem},
@@ -37,4 +51,4 @@ This repo contains diacritized transcription and wavs of the TunSwitch dataset.
       primaryClass={eess.AS},
       url={https://arxiv.org/abs/2309.11327}, 
 }
-```
+```