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Training completed!

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google-bert/bert-base-multilingual-cased
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - accuracy
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+ - f1
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+ model-index:
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+ - name: SingPurcBERT-Katch-0328
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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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+ # SingPurcBERT-Katch-0328
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+
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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: 0.4296
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+ - Accuracy: 0.8593
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+ - F1: 0.8593
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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: 2e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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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
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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+ |:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|
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+ | 0.384 | 1.0 | 3372 | 0.3757 | 0.8450 | 0.8445 |
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+ | 0.3444 | 2.0 | 6744 | 0.3650 | 0.8583 | 0.8583 |
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+ | 0.3386 | 3.0 | 10116 | 0.4296 | 0.8593 | 0.8593 |
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+ | 0.3166 | 4.0 | 13488 | 0.5125 | 0.8460 | 0.8457 |
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+ | 0.2781 | 5.0 | 16860 | 0.7211 | 0.8504 | 0.8502 |
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+ | 0.2236 | 6.0 | 20232 | 0.7112 | 0.8504 | 0.8503 |
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+ | 0.2008 | 7.0 | 23604 | 0.8183 | 0.8509 | 0.8509 |
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+ | 0.1591 | 8.0 | 26976 | 0.9926 | 0.8464 | 0.8462 |
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+ | 0.1103 | 9.0 | 30348 | 1.0597 | 0.8411 | 0.8409 |
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+ | 0.0802 | 10.0 | 33720 | 1.0660 | 0.8436 | 0.8436 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.36.0.dev0
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+ - Pytorch 2.0.0
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+ - Datasets 2.14.5
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+ - Tokenizers 0.14.1
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