| # BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext_pub_section | |
| - original model file name: textclassifer_BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext_pubmed_20k | |
| - This is a fine-tuned checkpoint of `microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext` for document section text classification | |
| - possible document section classes are:BACKGROUND, CONCLUSIONS, METHODS, OBJECTIVE, RESULTS, | |
| ## metadata | |
| ### training_metrics | |
| - val_accuracy: 0.8724678754806519 | |
| - val_matthewscorrcoef: 0.8290084004402161 | |
| - val_f1score: 0.8707401752471924 | |
| - val_cross_entropy: 0.3521413803100586 | |
| - epoch: 4.0 | |
| - train_accuracy_step: 0.6875 | |
| - train_matthewscorrcoef_step: 0.5752688050270081 | |
| - train_f1score_step: 0.6875 | |
| - train_cross_entropy_step: 0.9718704223632812 | |
| - train_accuracy_epoch: 0.8582640886306763 | |
| - train_matthewscorrcoef_epoch: 0.8091862797737122 | |
| - train_f1score_epoch: 0.8565496206283569 | |
| - train_cross_entropy_epoch: 0.39623069763183594 | |
| - test_accuracy: 0.863082766532898 | |
| - test_matthewscorrcoef: 0.816676676273346 | |
| - test_f1score: 0.8613550662994385 | |
| - test_cross_entropy: 0.3769755959510803 | |
| - date_run: Apr-21-2022_t-02 | |
| - huggingface_tag: microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext | |
| ### training_parameters | |
| - val_accuracy: 0.8724678754806519 | |
| - val_matthewscorrcoef: 0.8290084004402161 | |
| - val_f1score: 0.8707401752471924 | |
| - val_cross_entropy: 0.3521413803100586 | |
| - epoch: 4.0 | |
| - train_accuracy_step: 0.6875 | |
| - train_matthewscorrcoef_step: 0.5752688050270081 | |
| - train_f1score_step: 0.6875 | |
| - train_cross_entropy_step: 0.9718704223632812 | |
| - train_accuracy_epoch: 0.8582640886306763 | |
| - train_matthewscorrcoef_epoch: 0.8091862797737122 | |
| - train_f1score_epoch: 0.8565496206283569 | |
| - train_cross_entropy_epoch: 0.39623069763183594 | |
| - test_accuracy: 0.863082766532898 | |
| - test_matthewscorrcoef: 0.816676676273346 | |
| - test_f1score: 0.8613550662994385 | |
| - test_cross_entropy: 0.3769755959510803 | |
| - date_run: Apr-21-2022_t-02 | |
| - huggingface_tag: microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext | |