mehdie/fine_tuned_mBERT
Browse files
README.md
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This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- F1: 0.
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- Precision: 0.
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- Recall: 0.
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- Accuracy: 0.
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate:
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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| Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:---------:|:------:|:--------:|
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| No log | 1.0 | 15 | 0.
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| No log | 2.0 | 30 | 0.
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| No log | 3.0 | 45 | 0.
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| No log | 4.0 | 60 | 0.
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| No log | 5.0 | 75 | 0.
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| No log | 6.0 | 90 | 0.
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| No log | 7.0 | 105 | 0.
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| No log | 8.0 | 120 | 0.
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| No log | 9.0 | 135 | 0.
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| No log | 10.0 | 150 | 0.
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### Framework versions
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This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3681
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- F1: 0.7857
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- Precision: 0.8462
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- Recall: 0.7333
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- Accuracy: 0.8966
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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| Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:---------:|:------:|:--------:|
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| No log | 1.0 | 15 | 0.4987 | 0.6875 | 0.6471 | 0.7333 | 0.8276 |
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| No log | 2.0 | 30 | 0.4779 | 0.625 | 0.5882 | 0.6667 | 0.7931 |
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| No log | 3.0 | 45 | 0.4019 | 0.5833 | 0.7778 | 0.4667 | 0.8276 |
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| No log | 4.0 | 60 | 0.6146 | 0.6522 | 0.4839 | 1.0 | 0.7241 |
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| No log | 5.0 | 75 | 0.3311 | 0.7143 | 0.7692 | 0.6667 | 0.8621 |
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| No log | 6.0 | 90 | 0.3877 | 0.7568 | 0.6364 | 0.9333 | 0.8448 |
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| No log | 7.0 | 105 | 0.3971 | 0.7778 | 0.6667 | 0.9333 | 0.8621 |
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| No log | 8.0 | 120 | 0.2041 | 0.8966 | 0.9286 | 0.8667 | 0.9483 |
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| No log | 9.0 | 135 | 0.2831 | 0.875 | 0.8235 | 0.9333 | 0.9310 |
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| No log | 10.0 | 150 | 0.2868 | 0.875 | 0.8235 | 0.9333 | 0.9310 |
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### Framework versions
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model.safetensors
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training_args.bin
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