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bluebert-pubmed-uncased-L-12-H-768-A-12_pub_section

Text Classification
Transformers
PyTorch
English
bert
Inference Endpoints
Model card Files Community
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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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+
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+ ## metadata
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+
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+
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+ ### training_metrics
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+
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+ - val_accuracy: 0.8367536067962646
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+
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+ - val_matthewscorrcoef: 0.779039740562439
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+
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+ - val_f1score: 0.834040641784668
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+
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+ - val_cross_entropy: 0.5102494359016418
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+
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+ - epoch: 18.0
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+
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+ - train_accuracy_step: 0.7890625
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+
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+ - train_matthewscorrcoef_step: 0.7113237380981445
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+
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+ - train_f1score_step: 0.7884777784347534
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+
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+ - train_cross_entropy_step: 0.5615811944007874
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+
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+ - train_accuracy_epoch: 0.7955580949783325
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+
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+ - train_matthewscorrcoef_epoch: 0.7233519554138184
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+
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+ - train_f1score_epoch: 0.7916122078895569
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+
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+ - train_cross_entropy_epoch: 0.6050205230712891
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+
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+ - test_accuracy: 0.8310602307319641
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+
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+ - test_matthewscorrcoef: 0.7718994617462158
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+
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+ - test_f1score: 0.8283351063728333
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+
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+ - test_cross_entropy: 0.5230290293693542
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+
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+ - date_run: Apr-22-2022_t-05
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+
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+ - huggingface_tag: bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12
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+
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+ ### training_parameters
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+
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+ - val_accuracy: 0.8367536067962646
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+
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+ - val_matthewscorrcoef: 0.779039740562439
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+
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+ - val_f1score: 0.834040641784668
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+
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+ - val_cross_entropy: 0.5102494359016418
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+
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+ - epoch: 18.0
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+
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+ - train_accuracy_step: 0.7890625
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+
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+ - train_matthewscorrcoef_step: 0.7113237380981445
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+
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+ - train_f1score_step: 0.7884777784347534
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+
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+ - train_cross_entropy_step: 0.5615811944007874
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+
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+ - train_accuracy_epoch: 0.7955580949783325
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+
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+ - train_matthewscorrcoef_epoch: 0.7233519554138184
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+
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+ - train_f1score_epoch: 0.7916122078895569
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+
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+ - train_cross_entropy_epoch: 0.6050205230712891
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+
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+ - test_accuracy: 0.8310602307319641
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+
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+ - test_matthewscorrcoef: 0.7718994617462158
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+
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+ - test_f1score: 0.8283351063728333
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+
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+ - test_cross_entropy: 0.5230290293693542
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+
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+ - date_run: Apr-22-2022_t-05
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+
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+ - huggingface_tag: bionlp/bluebert_pubmed_uncased_L-12_H-768_A-12