# 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