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README.md
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# Pyannote Segmentation Model - Bengali/Multilingual
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Fine-tuned version of `pyannote/segmentation-3.0` for Bengali and multilingual speaker diarization.
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## Training Data
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- **DISPLACE24**: 67 recordings (Dev + Eval)
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- **DISPLACE26**: 125 recordings (Hindi)
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- **Synthetic Bengali V4**: 300 synthetic recordings (1-30 speakers)
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- **Total**: 492 recordings
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## Performance
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- **Best Validation Accuracy**: 76.67%
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- **Training Epochs**: 18
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## Training Details
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- Heavy on-the-fly augmentation (noise, volume variation)
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- OneCycleLR scheduler with warmup
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- Label smoothing (0.1)
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- Gradient clipping
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## Usage
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```python
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from pyannote.audio import Model
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model = Model.from_pretrained("smam/pyannote-segmentation-bengali-multilingual")
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```
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## Citation
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Fine-tuned as part of DLSPRINT26 Bengali Speaker Diarization Challenge.
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