| # 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: 0.8678670525550842 | |
| - val_matthewscorrcoef: 0.8222037553787231 | |
| - val_f1score: 0.866841197013855 | |
| - val_cross_entropy: 0.3674609065055847 | |
| - epoch: 8.0 | |
| - train_accuracy_step: 0.83984375 | |
| - train_matthewscorrcoef_step: 0.7790813446044922 | |
| - train_f1score_step: 0.837363600730896 | |
| - train_cross_entropy_step: 0.39843088388442993 | |
| - train_accuracy_epoch: 0.8538406491279602 | |
| - train_matthewscorrcoef_epoch: 0.8031334280967712 | |
| - train_f1score_epoch: 0.8521654605865479 | |
| - train_cross_entropy_epoch: 0.4116102457046509 | |
| - test_accuracy: 0.8578397035598755 | |
| - test_matthewscorrcoef: 0.8091378808021545 | |
| - test_f1score: 0.8566917181015015 | |
| - test_cross_entropy: 0.3963385224342346 | |
| - date_run: Apr-22-2022_t-19 | |
| - huggingface_tag: microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext | |
| ### training_parameters | |
| - val_accuracy: 0.8678670525550842 | |
| - val_matthewscorrcoef: 0.8222037553787231 | |
| - val_f1score: 0.866841197013855 | |
| - val_cross_entropy: 0.3674609065055847 | |
| - epoch: 8.0 | |
| - train_accuracy_step: 0.83984375 | |
| - train_matthewscorrcoef_step: 0.7790813446044922 | |
| - train_f1score_step: 0.837363600730896 | |
| - train_cross_entropy_step: 0.39843088388442993 | |
| - train_accuracy_epoch: 0.8538406491279602 | |
| - train_matthewscorrcoef_epoch: 0.8031334280967712 | |
| - train_f1score_epoch: 0.8521654605865479 | |
| - train_cross_entropy_epoch: 0.4116102457046509 | |
| - test_accuracy: 0.8578397035598755 | |
| - test_matthewscorrcoef: 0.8091378808021545 | |
| - test_f1score: 0.8566917181015015 | |
| - test_cross_entropy: 0.3963385224342346 | |
| - date_run: Apr-22-2022_t-19 | |
| - huggingface_tag: microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext | |