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README.md ADDED
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+ ---
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+ license: mit
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+ base_model: pyannote/segmentation-3.0
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+ tags:
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+ - speaker-diarization
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+ - speaker-segmentation
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+ - generated_from_trainer
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+ datasets:
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+ - diarizers-community/callhome
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+ model-index:
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+ - name: speaker-segmentation-fine-tuned-callhome-eng-2
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # speaker-segmentation-fine-tuned-callhome-eng-2
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+
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+ This model is a fine-tuned version of [pyannote/segmentation-3.0](https://huggingface.co/pyannote/segmentation-3.0) on the diarizers-community/callhome eng dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4666
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+ - Der: 0.1814
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+ - False Alarm: 0.0552
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+ - Missed Detection: 0.0739
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+ - Confusion: 0.0523
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.001
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+ - train_batch_size: 64
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+ - eval_batch_size: 32
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 10.0
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Der | False Alarm | Missed Detection | Confusion |
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+ |:-------------:|:-----:|:----:|:---------------:|:------:|:-----------:|:----------------:|:---------:|
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+ | 0.4548 | 1.0 | 181 | 0.4943 | 0.1966 | 0.0564 | 0.0811 | 0.0590 |
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+ | 0.4171 | 2.0 | 362 | 0.4845 | 0.1951 | 0.0644 | 0.0754 | 0.0552 |
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+ | 0.396 | 3.0 | 543 | 0.4633 | 0.1856 | 0.0502 | 0.0825 | 0.0529 |
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+ | 0.3856 | 4.0 | 724 | 0.4609 | 0.1843 | 0.0571 | 0.0739 | 0.0534 |
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+ | 0.3693 | 5.0 | 905 | 0.4639 | 0.1821 | 0.0531 | 0.0761 | 0.0528 |
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+ | 0.3634 | 6.0 | 1086 | 0.4610 | 0.1821 | 0.0588 | 0.0716 | 0.0517 |
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+ | 0.3655 | 7.0 | 1267 | 0.4638 | 0.1827 | 0.0566 | 0.0740 | 0.0521 |
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+ | 0.3608 | 8.0 | 1448 | 0.4603 | 0.1814 | 0.0567 | 0.0732 | 0.0515 |
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+ | 0.3545 | 9.0 | 1629 | 0.4645 | 0.1805 | 0.0530 | 0.0761 | 0.0514 |
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+ | 0.3508 | 10.0 | 1810 | 0.4666 | 0.1814 | 0.0552 | 0.0739 | 0.0523 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.40.1
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+ - Pytorch 2.2.0+cu121
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+ - Datasets 2.17.0
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+ - Tokenizers 0.19.1
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