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BATCH_SIZE=8

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LEARNING_RATE=1e-05
MAX_LENGTH=512
FOLD=4

README.md CHANGED
@@ -15,7 +15,7 @@ model-index:
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  metrics:
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  - name: Accuracy
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  type: accuracy
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- value: 0.56
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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
@@ -25,8 +25,8 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext](https://huggingface.co/microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 1.5452
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- - Accuracy: 0.56
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  ## Model description
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@@ -57,16 +57,16 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:--------:|
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- | No log | 1.0 | 57 | 0.9420 | 0.54 |
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- | No log | 2.0 | 114 | 0.9420 | 0.54 |
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- | No log | 3.0 | 171 | 1.0119 | 0.54 |
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- | No log | 4.0 | 228 | 1.0724 | 0.54 |
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- | No log | 5.0 | 285 | 1.1676 | 0.56 |
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- | No log | 6.0 | 342 | 1.3050 | 0.56 |
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- | No log | 7.0 | 399 | 1.3693 | 0.58 |
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- | No log | 8.0 | 456 | 1.4860 | 0.56 |
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- | 0.6035 | 9.0 | 513 | 1.5319 | 0.56 |
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- | 0.6035 | 10.0 | 570 | 1.5452 | 0.56 |
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  ### Framework versions
 
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  metrics:
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  - name: Accuracy
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  type: accuracy
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+ value: 0.74
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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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  This model is a fine-tuned version of [microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext](https://huggingface.co/microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.7493
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+ - Accuracy: 0.74
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  ## Model description
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | No log | 1.0 | 57 | 0.9319 | 0.56 |
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+ | No log | 2.0 | 114 | 0.9160 | 0.56 |
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+ | No log | 3.0 | 171 | 0.8031 | 0.68 |
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+ | No log | 4.0 | 228 | 0.8340 | 0.66 |
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+ | No log | 5.0 | 285 | 0.7812 | 0.68 |
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+ | No log | 6.0 | 342 | 0.7751 | 0.7 |
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+ | No log | 7.0 | 399 | 0.7689 | 0.74 |
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+ | No log | 8.0 | 456 | 0.7573 | 0.72 |
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+ | 0.6152 | 9.0 | 513 | 0.7726 | 0.74 |
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+ | 0.6152 | 10.0 | 570 | 0.7493 | 0.74 |
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  ### Framework versions
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