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# bluebert-pubmed-uncased-L-12-H-768-A-12_pub_section |
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- original model file name: textclassifer_bluebert_pubmed_uncased_L-12_H-768_A-12_pubmed_20k |
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- This is a fine-tuned checkpoint of `bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12` for document section text classification |
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- possible document section classes are:BACKGROUND, CONCLUSIONS, METHODS, OBJECTIVE, RESULTS, |
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## metadata |
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### training_metrics |
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- val_accuracy: 0.8367536067962646 |
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- val_matthewscorrcoef: 0.779039740562439 |
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- val_f1score: 0.834040641784668 |
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- val_cross_entropy: 0.5102494359016418 |
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- epoch: 18.0 |
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- train_accuracy_step: 0.7890625 |
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- train_matthewscorrcoef_step: 0.7113237380981445 |
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- train_f1score_step: 0.7884777784347534 |
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- train_cross_entropy_step: 0.5615811944007874 |
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- train_accuracy_epoch: 0.7955580949783325 |
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- train_matthewscorrcoef_epoch: 0.7233519554138184 |
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- train_f1score_epoch: 0.7916122078895569 |
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- train_cross_entropy_epoch: 0.6050205230712891 |
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- test_accuracy: 0.8310602307319641 |
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- test_matthewscorrcoef: 0.7718994617462158 |
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- test_f1score: 0.8283351063728333 |
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- test_cross_entropy: 0.5230290293693542 |
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- date_run: Apr-22-2022_t-05 |
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- huggingface_tag: bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12 |
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### training_parameters |
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- val_accuracy: 0.8367536067962646 |
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- val_matthewscorrcoef: 0.779039740562439 |
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- val_f1score: 0.834040641784668 |
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- val_cross_entropy: 0.5102494359016418 |
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- epoch: 18.0 |
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- train_accuracy_step: 0.7890625 |
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- train_matthewscorrcoef_step: 0.7113237380981445 |
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- train_f1score_step: 0.7884777784347534 |
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- train_cross_entropy_step: 0.5615811944007874 |
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- train_accuracy_epoch: 0.7955580949783325 |
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- train_matthewscorrcoef_epoch: 0.7233519554138184 |
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- train_f1score_epoch: 0.7916122078895569 |
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- train_cross_entropy_epoch: 0.6050205230712891 |
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- test_accuracy: 0.8310602307319641 |
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- test_matthewscorrcoef: 0.7718994617462158 |
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- test_f1score: 0.8283351063728333 |
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- test_cross_entropy: 0.5230290293693542 |
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- date_run: Apr-22-2022_t-05 |
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- huggingface_tag: bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12 |
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