Update README.md

README.md

@@ -104,19 +104,20 @@ Arabic Speech Corpus, and (4) synthesized speech using commercial TTS systems. T
 Usage Example
 
 ```python
-df = load_dataset(path="herwoww/ArVoice", data_dir="Human_3") #data_dir options: Human_3, Synthetic, 
-print(df) 
+df = load_dataset("MBZUAI/ArVoice", "Human_3")  #data_dir options: Human_3, Synthetic,
+print(df)
 
-    DatasetDict({
-        train: Dataset({
-            features: ['audio', 'transcription', 'speaker_id'],
-            num_rows: 907
-        })
-        test: Dataset({
-            features: ['audio', 'transcription', 'speaker_id'],
-            num_rows: 100
-        })
+DatasetDict({
+    train: Dataset({
+        features: ['original_wav', 'normalized_wav', 'speaker_id', 'transcription'],
+        num_rows: 907
     })
+    test: Dataset({
+        features: ['original_wav', 'normalized_wav', 'speaker_id', 'transcription'],
+        num_rows: 100
+    })
+})
+
 ```
 
 
@@ -133,4 +134,18 @@ Data Statistics
 | Synthetic | ArVoice Part 4  | 2×M, 2×F   | -              | 73.5           | Tashkeela, Khaleej, ASC      |
 
 
-License: [https://creativecommons.org/licenses/by/4.0/](https://creativecommons.org/licenses/by/4.0/)
+License: [https://creativecommons.org/licenses/by/4.0/](https://creativecommons.org/licenses/by/4.0/)
+
+### Citation
+
+```
+@misc{toyin2025arvoicemultispeakerdatasetarabic,
+      title={ArVoice: A Multi-Speaker Dataset for Arabic Speech Synthesis}, 
+      author={Hawau Olamide Toyin and Rufael Marew and Humaid Alblooshi and Samar M. Magdy and Hanan Aldarmaki},
+      year={2025},
+      eprint={2505.20506},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2505.20506}, 
+}
+```