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SiTa: A Speaker Diarization Dataset

CC BY-NC 4.0

SiTa is a speaker diarization dataset featuring multispeaker audio clips in Sinhala and Tamil. It is designed to support research in speaker diarization and related audio processing tasks. The dataset consists of two subsets: one for Sinhala and another for Tamil, containing 10 hours of Sinhala audio and 2 hours of Tamil audio. All audio clips are provided in WAV format at 16kHz, along with Rich Transcription Time Marked (RTTM) files for speaker diarization annotations. The dataset includes high-quality annotations to ensure accurate evaluation.

📜 Paper : SiTa - Sinhala and Tamil Speaker Diarization Dataset in the Wild

🌐 Website : sita-speakerdiarization.github.io

Dataset Organization

List of YouTube Videos

A complete list of dataset sources is available in the provided Excel sheet. It contains links to the original YouTube videos, along with the start and end times indicating the exact segment extracted from each video.

Data Files

To request access to the dataset's data files, please fill out the form here. The dataset is openly available for academic purposes.

Folder structure of the dataset:

SiTa_dataset
|
│── sinhala
│   ├── wav_files                 # Directory containing Sinhala audio clips in WAV format
│   ├── rttm                      # Directory containing speaker diarization annotations in RTTM format
│
│── tamil
│   ├── wav_files                 # Directory containing Tamil audio clips in WAV format
│   ├── rttm                      # Directory containing speaker diarization annotations in RTTM format
|
│── SiTa Audio Source Info.xlsx   # Spreadsheet containing metadata about the audio sources

Updates and Additional Information

For the latest updates, detailed information, or to report issues about the SiTa dataset, please contact:

Citation

If you use the SiTa - Sinhala and Tamil Speaker Diarization Dataset in the Wild in your research, please cite our work from ACL anthology:

@inproceedings{thayasivam-etal-2025-sita,
    title = "{S}i{T}a - {S}inhala and {T}amil Speaker Diarization Dataset in the Wild",
    author = "Thayasivam, Uthayasanker  and
      Gnanenthiram, Thulasithan  and
      Jeewantha, Shamila  and
      Jayawickrama, Upeksha",
    editor = "Sarveswaran, Kengatharaiyer  and
      Vaidya, Ashwini  and
      Krishna Bal, Bal  and
      Shams, Sana  and
      Thapa, Surendrabikram",
    booktitle = "Proceedings of the First Workshop on Challenges in Processing South Asian Languages (CHiPSAL 2025)",
    month = jan,
    year = "2025",
    address = "Abu Dhabi, UAE",
    publisher = "International Committee on Computational Linguistics",
    url = "https://aclanthology.org/2025.chipsal-1.8/",
    pages = "83--92",
    abstract = "The dynamic field of speaker diarization continues to present significant challenges, despite notable advancements in recent years and the rising focus on complex acoustic scenarios emphasizes the importance of sustained research efforts in this area. While speech resources for speaker diarization are expanding rapidly, aided by semi-automated techniques, many existing datasets remain outdated and lack authentic real-world conversational data. This challenge is particularly acute for low-resource South Asian languages, due to limited public media data and reduced research efforts. Sinhala and Tamil are two such languages with limited speaker diarization datasets. To address this gap, we introduce a new speaker diarization dataset for these languages and evaluate multiple existing models to assess their performance. This work provides essential resources, a novel dataset and valuable insights from model benchmarks to advance speaker diarization for low-resource languages, particularly Sinhala and Tamil."
}

License

This work is licensed under Creative Commons Attribution-NonCommercial 4.0 International License.

CC BY-NC 4.0

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