BabelSpeech 50-Hour Indonesian Colloquial ASR Speech Dataset
- Contains 50 hours of Indonesian colloquial ASR speech data, aligned with natural, everyday Indonesian communication patterns.
- Metadata is stored in a separate JSON file, including audio path, duration, transcript confidence, signal-to-noise ratio (SNR), and DNSMOS. More metadata fields may be added in future updates.
- Covered domains: technology, entertainment, travel, education, daily life, and others.
- Data quality: Each batch is spot-checked by native speakers, with overall accuracy > 98%, making it suitable for ASR model fine-tuning.
- Sampling rate: All audio is sampled at 16 kHz.
Data Filtering and Quality Control Workflow
- High-quality public data sources are collected via collaboration with international channels, covering multiple real-world domains.
- All data undergoes secondary manual screening to remove noisy or contextually chaotic segments, ensuring clear audio quality.
- The data is then passed through an automated processing pipeline for denoising, enhancement, and structured cleaning.
- Automated audio-quality assessment and multi-dimensional scoring mechanisms are applied to select the best-quality audio segments.
- Multi-model cross-validation is used to improve transcription quality and reduce systematic bias.
- Finally, native speakers perform spot checks to ensure that the overall transcription accuracy remains above 98%.
Metadata Format
{
"filename": "youtube_id_spk009_d5m7BbsbKow_202509_0001_00.wav",
"relative_path": "wav/youtube_id_spk009_d5m7BbsbKow_202509_0001_00.wav",
"duration": 4.7,
"confidence": 1.0,
"text": " aku lagi ada di istanbul di bandara terbarunya aku baru pertama kali kesini juga",
"snr": 55.97792053222656,
"dnsmos": 4.101025
}
Data Distribution
SNR Distribution
DNSMOS Distribution
Duration Distribution
Confidence Distribution

Contact
If you have any questions or would like to obtain more high-quality Indonesian speech data, please feel free to contact our team via email: babelspeechai@gmail.com
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