Update README.md

README.md

@@ -52,12 +52,24 @@ Ar-MUSA
 3. **transcripts/**: A folder containing the text transcripts of the audio files.
 4. **annotations.csv**: A CSV file that includes the annotations for each record, detailing sentiment labels, sarcasm markers, and other relevant metadata.
 
+
 ### License
 The AR-MUSA dataset is licensed under the Academic Free License 3.0 (afl-3.0) and is provided for research purposes only. Any use of this dataset must comply with the terms of this license.
 
+### Research Paper
+
+For detailed information on the dataset construction, validation procedures, and experimental results, please refer to our published paper:
+
+**Khaled, S., Ragab, M. E., Helmy, A. K., Medhat, W., & Mohamed, E. H.** (2025). *AR-MUSA: A multimodal benchmark dataset and evaluation framework for Arabic sentiment analysis*. **International Journal of Intelligent Engineering and Systems**, 18(4), 30–44.  
+🔗 [Read the paper](https://doi.org/10.22266/ijies2025.0531.03)
+
+---
+
 ### Citation
-If you use the AR-MUSA dataset in your research, please cite the following paper:
 
+If you use the **AR-MUSA** dataset in your research, please cite the following paper:
+
+```bibtex
 @article{khaled2025ar,
   title={AR-MUSA: a multimodal benchmark dataset and evaluation framework for Arabic sentiment analysis},
   author={Khaled, S. and Ragab, M. E. and Helmy, A. K. and Medhat, W. and Mohamed, E. H.},
@@ -67,4 +79,4 @@ If you use the AR-MUSA dataset in your research, please cite the following paper
   pages={30-44},
   year={2025},
   doi={10.22266/ijies2025.0531.03}
-}
+}