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README.md ADDED
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+ ---
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+ library_name: transformers
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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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+ - precision
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+ - recall
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: BERTInvoiceCzechR
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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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+ # BERTInvoiceCzechR
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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: 0.3291
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+ - Precision: 0.5188
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+ - Recall: 0.6917
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+ - F1: 0.5929
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+ - Accuracy: 0.9335
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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: 1e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 2
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+ - seed: 42
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_steps: 0.1
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+ - num_epochs: 10
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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+ | No log | 1.0 | 87 | 0.3944 | 0.1965 | 0.2233 | 0.2091 | 0.8997 |
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+ | No log | 2.0 | 174 | 0.2951 | 0.4152 | 0.4517 | 0.4327 | 0.9241 |
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+ | No log | 3.0 | 261 | 0.2896 | 0.4790 | 0.5810 | 0.5251 | 0.9314 |
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+ | No log | 4.0 | 348 | 0.3295 | 0.4549 | 0.6443 | 0.5333 | 0.9226 |
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+ | No log | 5.0 | 435 | 0.3249 | 0.4908 | 0.6866 | 0.5724 | 0.9281 |
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+ | 0.3757 | 6.0 | 522 | 0.3615 | 0.4646 | 0.6827 | 0.5529 | 0.9216 |
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+ | 0.3757 | 7.0 | 609 | 0.3376 | 0.4913 | 0.6579 | 0.5625 | 0.9299 |
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+ | 0.3757 | 8.0 | 696 | 0.3290 | 0.5194 | 0.6924 | 0.5935 | 0.9336 |
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+ | 0.3757 | 9.0 | 783 | 0.3604 | 0.4906 | 0.6858 | 0.5720 | 0.9279 |
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+ | 0.3757 | 10.0 | 870 | 0.3515 | 0.5011 | 0.6944 | 0.5821 | 0.9296 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 5.0.0
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+ - Pytorch 2.10.0+cu128
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+ - Datasets 4.0.0
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+ - Tokenizers 0.22.2
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