| | --- |
| | task_categories: |
| | - text-classification |
| | - audio-classification |
| | - image-classification |
| | language: |
| | - ar |
| | size_categories: |
| | - 1K<n<10K |
| | license: afl-3.0 |
| | tags: |
| | - multimodal |
| | - sentiment |
| | - analysis |
| | - arabic |
| | - Ar-MUSA |
| | --- |
| | |
| | # Data Directory Structure |
| |
|
| | The `Ar-MUSA` directory contains annotated datasets organized by batches and annotation teams. Each batch is labeled with a number, and the annotation team is indicated by a letter. The structure is as follows: |
| |
|
| | ``` |
| | Ar-MUSA |
| | ├── Annotation 1a |
| | │ ├── frames # Contains the extracted frames for each record |
| | │ ├── audios # Contains the corresponding audio files |
| | │ ├── transcripts # Contains the transcripts of the audio files |
| | │ └── annotations.csv # CSV file with annotations for each record |
| | │ |
| | ├── Annotation 1b |
| | │ ├── frames # Contains the extracted frames for each record |
| | │ ├── audios # Contains the corresponding audio files |
| | │ ├── transcripts # Contains the transcripts of the audio files |
| | │ └── annotations.csv # CSV file with annotations for each record |
| | │ |
| | └── Annotation 2a |
| | ├── frames # Contains the extracted frames for each record |
| | ├── audios # Contains the corresponding audio files |
| | ├── transcripts # Contains the transcripts of the audio files |
| | └── annotations.csv # CSV file with annotations for each record |
| | ``` |
| |
|
| | ### Explanation: |
| | - **Annotation Batches (1a, 1b, 2a, etc.)**: |
| | - The number represents the batch number (e.g., Batch 1, Batch 2). |
| | - The letter indicates the team responsible for the annotation (e.g., Team A, Team B). |
| | |
| | ### Contents of Each Batch: |
| | 1. **frames/**: A folder containing extracted video frames for each record. |
| | 2. **audios/**: A folder with the corresponding audio files for the annotated records. |
| | 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. |
| |
|
| | ### Citation |
| | If you use the AR-MUSA dataset in your research, please cite the following paper: |
| |
|
| | @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.}, |
| | journal={International Journal of Intelligent Engineering and Systems}, |
| | volume={18}, |
| | number={4}, |
| | pages={30-44}, |
| | year={2025}, |
| | doi={10.22266/ijies2025.0531.03} |
| | } |
