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README.md ADDED
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+ ---
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+ license: mit
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+ base_model: microsoft/biogpt
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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: BioGPT_NCBI
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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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+ # BioGPT_NCBI
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+
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+ This model is a fine-tuned version of [microsoft/biogpt](https://huggingface.co/microsoft/biogpt) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1730
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+ - Precision: 0.4537
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+ - Recall: 0.5406
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+ - F1: 0.4933
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+ - Accuracy: 0.9493
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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: 4
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+ - eval_batch_size: 4
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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: 3
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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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+ | 0.2343 | 1.0 | 1358 | 0.1908 | 0.3555 | 0.4292 | 0.3889 | 0.9392 |
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+ | 0.1311 | 2.0 | 2716 | 0.1792 | 0.3994 | 0.5563 | 0.4650 | 0.9429 |
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+ | 0.081 | 3.0 | 4074 | 0.1730 | 0.4537 | 0.5406 | 0.4933 | 0.9493 |
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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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