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README.md ADDED
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+ ---
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+ base_model: vinai/phobert-base-v2
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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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+ - recall
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+ - precision
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+ model-index:
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+ - name: cls-comment-phobert-base-v2-v2.4
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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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+ # cls-comment-phobert-base-v2-v2.4
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+
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+ This model is a fine-tuned version of [vinai/phobert-base-v2](https://huggingface.co/vinai/phobert-base-v2) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.6228
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+ - Accuracy: 0.9265
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+ - F1 Score: 0.8891
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+ - Recall: 0.8913
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+ - Precision: 0.8870
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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: 64
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+ - eval_batch_size: 64
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+ - seed: 42
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 128
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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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+ - lr_scheduler_warmup_ratio: 0.1
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+ - training_steps: 4000
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+ - label_smoothing_factor: 0.1
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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 Score | Recall | Precision |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:--------:|:------:|:---------:|
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+ | 1.7008 | 0.96 | 100 | 1.5259 | 0.4623 | 0.1091 | 0.1687 | 0.2296 |
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+ | 1.4089 | 1.91 | 200 | 1.1875 | 0.6568 | 0.2499 | 0.2948 | 0.2170 |
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+ | 1.0776 | 2.87 | 300 | 0.9009 | 0.8038 | 0.5304 | 0.5309 | 0.5333 |
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+ | 0.8625 | 3.83 | 400 | 0.7617 | 0.8575 | 0.6321 | 0.6372 | 0.7107 |
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+ | 0.7245 | 4.78 | 500 | 0.6894 | 0.8818 | 0.7282 | 0.7214 | 0.8803 |
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+ | 0.6573 | 5.74 | 600 | 0.6651 | 0.8968 | 0.8406 | 0.8213 | 0.8770 |
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+ | 0.6082 | 6.7 | 700 | 0.6335 | 0.9079 | 0.8630 | 0.8667 | 0.8595 |
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+ | 0.5674 | 7.66 | 800 | 0.6363 | 0.9106 | 0.8692 | 0.8795 | 0.8621 |
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+ | 0.5477 | 8.61 | 900 | 0.6269 | 0.9151 | 0.8776 | 0.8693 | 0.8877 |
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+ | 0.5256 | 9.57 | 1000 | 0.6178 | 0.9205 | 0.8835 | 0.8849 | 0.8826 |
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+ | 0.5148 | 10.53 | 1100 | 0.6214 | 0.9199 | 0.8796 | 0.8839 | 0.8762 |
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+ | 0.4999 | 11.48 | 1200 | 0.6158 | 0.9229 | 0.8856 | 0.8853 | 0.8862 |
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+ | 0.4916 | 12.44 | 1300 | 0.6186 | 0.9232 | 0.8839 | 0.8795 | 0.8888 |
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+ | 0.479 | 13.4 | 1400 | 0.6285 | 0.9202 | 0.8847 | 0.8833 | 0.8864 |
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+ | 0.4812 | 14.35 | 1500 | 0.6177 | 0.9241 | 0.8919 | 0.8930 | 0.8911 |
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+ | 0.4667 | 15.31 | 1600 | 0.6206 | 0.9256 | 0.8848 | 0.8853 | 0.8843 |
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+ | 0.4668 | 16.27 | 1700 | 0.6201 | 0.9265 | 0.8854 | 0.8876 | 0.8837 |
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+ | 0.4635 | 17.22 | 1800 | 0.6252 | 0.9253 | 0.8901 | 0.8877 | 0.8927 |
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+ | 0.4593 | 18.18 | 1900 | 0.6264 | 0.9274 | 0.8891 | 0.8899 | 0.8887 |
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+ | 0.4538 | 19.14 | 2000 | 0.6228 | 0.9265 | 0.8891 | 0.8913 | 0.8870 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.38.2
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+ - Pytorch 2.2.1+cu121
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+ - Datasets 2.18.0
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+ - Tokenizers 0.15.2
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