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--- |
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license: apache-2.0 |
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base_model: google/flan-t5-small |
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tags: |
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- generated_from_trainer |
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model-index: |
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- name: t5-dialogue-classification-4 |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# t5-dialogue-classification-4 |
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This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.5317 |
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- Classification Report: precision recall f1-score support |
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ALLERGY 0.6667 0.5000 0.5714 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.7917 0.9500 0.8636 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.8333 0.7143 0.7692 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.4444 1.0000 0.6154 4 |
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PASTSURGICAL 0.7273 1.0000 0.8421 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6400 100 |
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macro avg 0.2647 0.3065 0.2688 100 |
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weighted avg 0.5929 0.6400 0.5937 100 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 0.0001 |
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- train_batch_size: 7 |
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- eval_batch_size: 7 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 20 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Classification Report | |
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|:-------------:|:-----:|:----:|:---------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:| |
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| No log | 1.0 | 172 | 0.7096 | precision recall f1-score support |
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ALLERGY 0.3333 0.2500 0.2857 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.7222 0.5909 0.6500 22 |
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GENHX 0.3846 1.0000 0.5556 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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I T 0.0000 0.0000 0.0000 0 |
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I V 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.4444 0.5714 0.5000 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2000 0.2500 0.2222 4 |
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PASTSURGICAL 0.8000 0.5000 0.6154 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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Psychiatric 0.0000 0.0000 0.0000 0 |
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ROS 0.0000 0.0000 0.0000 11 |
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SPECIALHX 0.0000 0.0000 0.0000 0 |
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accuracy 0.4300 100 |
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macro avg 0.1154 0.1265 0.1132 100 |
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weighted avg 0.3523 0.4300 0.3587 100 |
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| No log | 2.0 | 344 | 0.5308 | precision recall f1-score support |
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ALLERGY 0.5000 0.2500 0.3333 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0909 0.5000 0.1538 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8750 0.9545 0.9130 22 |
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GENHX 0.6129 0.9500 0.7451 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2727 0.7500 0.4000 4 |
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PASTSURGICAL 0.7273 1.0000 0.8421 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.0000 0.0000 0.0000 11 |
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accuracy 0.5800 100 |
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macro avg 0.1684 0.2327 0.1843 100 |
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weighted avg 0.4497 0.5800 0.4963 100 |
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| 0.6083 | 3.0 | 516 | 0.5336 | precision recall f1-score support |
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ALLERGY 0.5000 0.2500 0.3333 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.7600 0.9500 0.8444 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5714 0.5714 0.5714 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
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PASTSURGICAL 0.8000 1.0000 0.8889 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.0909 0.1667 11 |
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accuracy 0.5900 100 |
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macro avg 0.2421 0.2431 0.2127 100 |
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weighted avg 0.5867 0.5900 0.5347 100 |
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| 0.6083 | 4.0 | 688 | 0.5260 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8148 1.0000 0.8980 22 |
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GENHX 0.6552 0.9500 0.7755 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5714 0.5714 0.5714 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
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PASTSURGICAL 0.7273 1.0000 0.8421 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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What is the DISPOSITION? 0.0000 0.0000 0.0000 0 |
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accuracy 0.6000 100 |
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macro avg 0.2444 0.2359 0.2061 100 |
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weighted avg 0.5730 0.6000 0.5312 100 |
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| 0.6083 | 5.0 | 860 | 0.4168 | precision recall f1-score support |
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ALLERGY 0.6667 0.5000 0.5714 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.7600 0.9500 0.8444 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7143 0.7143 0.7143 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3000 0.7500 0.4286 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6300 100 |
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macro avg 0.2653 0.2946 0.2648 100 |
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weighted avg 0.6018 0.6300 0.5955 100 |
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| 0.163 | 6.0 | 1032 | 0.4511 | precision recall f1-score support |
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ALLERGY 1.0000 0.5000 0.6667 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.7500 0.9000 0.8182 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.8000 0.5714 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3333 1.0000 0.5000 4 |
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PASTSURGICAL 0.6667 1.0000 0.8000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.2727 0.4286 11 |
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accuracy 0.6200 100 |
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macro avg 0.2695 0.2838 0.2492 100 |
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weighted avg 0.6213 0.6200 0.5807 100 |
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| 0.163 | 7.0 | 1204 | 0.3896 | precision recall f1-score support |
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ALLERGY 0.6667 0.5000 0.5714 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.3333 0.2500 0.2857 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.7200 0.9000 0.8000 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6667 0.5714 0.6154 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2857 1.0000 0.4444 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6300 100 |
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macro avg 0.2901 0.3247 0.2860 100 |
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weighted avg 0.6032 0.6300 0.5918 100 |
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| 0.163 | 8.0 | 1376 | 0.4200 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.4286 0.7500 0.5455 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.9167 1.0000 0.9565 22 |
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GENHX 0.6667 0.9000 0.7660 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5556 0.7143 0.6250 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.4286 0.7500 0.5455 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6400 100 |
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macro avg 0.3123 0.3319 0.2953 100 |
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weighted avg 0.6157 0.6400 0.5977 100 |
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| 0.1057 | 9.0 | 1548 | 0.4642 | precision recall f1-score support |
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ALLERGY 0.6667 0.5000 0.5714 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.2500 0.2500 0.2500 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.7826 0.9000 0.8372 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.8000 0.5714 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
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PASTSURGICAL 0.8000 1.0000 0.8889 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6300 100 |
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macro avg 0.2759 0.3092 0.2738 100 |
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weighted avg 0.6088 0.6300 0.5960 100 |
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| 0.1057 | 10.0 | 1720 | 0.4837 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.6429 0.9000 0.7500 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6667 0.5714 0.6154 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
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PASTSURGICAL 0.8000 1.0000 0.8889 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6100 100 |
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macro avg 0.2669 0.2854 0.2480 100 |
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weighted avg 0.5689 0.6100 0.5554 100 |
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| 0.1057 | 11.0 | 1892 | 0.4834 | precision recall f1-score support |
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ALLERGY 0.5000 0.2500 0.3333 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.3333 0.5000 0.4000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.9167 1.0000 0.9565 22 |
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GENHX 0.7826 0.9000 0.8372 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6667 0.5714 0.6154 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3000 0.7500 0.4286 4 |
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PASTSURGICAL 0.7273 1.0000 0.8421 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6200 100 |
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macro avg 0.2608 0.2973 0.2609 100 |
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weighted avg 0.5959 0.6200 0.5855 100 |
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| 0.0688 | 12.0 | 2064 | 0.5085 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.4000 0.5000 0.4444 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.7391 0.8500 0.7907 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5714 0.5714 0.5714 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2857 1.0000 0.4444 4 |
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PASTSURGICAL 0.8000 1.0000 0.8889 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6200 100 |
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macro avg 0.3213 0.3222 0.2938 100 |
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weighted avg 0.6054 0.6200 0.5808 100 |
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| 0.0688 | 13.0 | 2236 | 0.5189 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.4000 0.5000 0.4444 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.7083 0.8500 0.7727 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.3333 1.0000 0.5000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5714 0.5714 0.5714 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
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PASTSURGICAL 0.6154 1.0000 0.7619 8 |
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PLAN 1.0000 0.3333 0.5000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.2727 0.4000 11 |
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accuracy 0.6400 100 |
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macro avg 0.3561 0.3889 0.3243 100 |
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weighted avg 0.6159 0.6400 0.5872 100 |
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| 0.0688 | 14.0 | 2408 | 0.5504 | precision recall f1-score support |
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ALLERGY 1.0000 0.5000 0.6667 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.6667 0.5000 0.5714 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.5000 1.0000 0.6667 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
|
GENHX 0.6897 1.0000 0.8163 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.8000 0.5714 0.6667 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.3000 0.7500 0.4286 4 |
|
PASTSURGICAL 0.7273 1.0000 0.8421 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6400 100 |
|
macro avg 0.2967 0.3097 0.2800 100 |
|
weighted avg 0.6027 0.6400 0.5880 100 |
|
| |
|
| 0.0493 | 15.0 | 2580 | 0.5524 | precision recall f1-score support |
|
|
|
ALLERGY 0.6667 0.5000 0.5714 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.0000 0.0000 0.0000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 0.5000 1.0000 0.6667 1 |
|
FAM/SOCHX 0.8800 1.0000 0.9362 22 |
|
GENHX 0.7600 0.9500 0.8444 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7143 0.7143 0.7143 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.3750 0.7500 0.5000 4 |
|
PASTSURGICAL 0.7273 1.0000 0.8421 8 |
|
PLAN 0.5000 0.3333 0.4000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6300 100 |
|
macro avg 0.2895 0.3215 0.2880 100 |
|
weighted avg 0.5888 0.6300 0.5852 100 |
|
| |
|
| 0.0493 | 16.0 | 2752 | 0.5291 | precision recall f1-score support |
|
|
|
ALLERGY 0.6667 0.5000 0.5714 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.2500 0.2500 0.2500 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 0.5000 1.0000 0.6667 1 |
|
FAM/SOCHX 0.8800 1.0000 0.9362 22 |
|
GENHX 0.7500 0.9000 0.8182 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7143 0.7143 0.7143 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
|
PASTSURGICAL 0.6154 1.0000 0.7619 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6300 100 |
|
macro avg 0.2772 0.3273 0.2836 100 |
|
weighted avg 0.5778 0.6300 0.5782 100 |
|
| |
|
| 0.0493 | 17.0 | 2924 | 0.5434 | precision recall f1-score support |
|
|
|
ALLERGY 0.5000 0.2500 0.3333 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.0000 0.0000 0.0000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 0.5000 1.0000 0.6667 1 |
|
FAM/SOCHX 0.8800 1.0000 0.9362 22 |
|
GENHX 0.7500 0.9000 0.8182 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.6250 0.7143 0.6667 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
|
PASTSURGICAL 0.7273 1.0000 0.8421 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6100 100 |
|
macro avg 0.2524 0.3023 0.2560 100 |
|
weighted avg 0.5599 0.6100 0.5579 100 |
|
| |
|
| 0.0353 | 18.0 | 3096 | 0.5396 | precision recall f1-score support |
|
|
|
ALLERGY 0.6667 0.5000 0.5714 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
Afib 0.0000 0.0000 0.0000 0 |
|
CC 0.0000 0.0000 0.0000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 0.5000 1.0000 0.6667 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.7600 0.9500 0.8444 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.8333 0.7143 0.7692 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
|
PASTSURGICAL 0.6667 1.0000 0.8000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6300 100 |
|
macro avg 0.2590 0.3022 0.2629 100 |
|
weighted avg 0.5748 0.6300 0.5760 100 |
|
| |
|
| 0.0353 | 19.0 | 3268 | 0.5345 | precision recall f1-score support |
|
|
|
ALLERGY 0.6667 0.5000 0.5714 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
Afib 0.0000 0.0000 0.0000 0 |
|
CC 0.0000 0.0000 0.0000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 0.5000 1.0000 0.6667 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.7917 0.9500 0.8636 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.8333 0.7143 0.7692 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4444 1.0000 0.6154 4 |
|
PASTSURGICAL 0.7273 1.0000 0.8421 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.7500 0.2727 0.4000 11 |
|
|
|
accuracy 0.6400 100 |
|
macro avg 0.2647 0.3065 0.2688 100 |
|
weighted avg 0.5929 0.6400 0.5937 100 |
|
| |
|
| 0.0353 | 20.0 | 3440 | 0.5317 | precision recall f1-score support |
|
|
|
ALLERGY 0.6667 0.5000 0.5714 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
Afib 0.0000 0.0000 0.0000 0 |
|
CC 0.0000 0.0000 0.0000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 0.5000 1.0000 0.6667 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.7917 0.9500 0.8636 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.8333 0.7143 0.7692 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4444 1.0000 0.6154 4 |
|
PASTSURGICAL 0.7273 1.0000 0.8421 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.7500 0.2727 0.4000 11 |
|
|
|
accuracy 0.6400 100 |
|
macro avg 0.2647 0.3065 0.2688 100 |
|
weighted avg 0.5929 0.6400 0.5937 100 |
|
| |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.35.2 |
|
- Pytorch 2.1.0+cu121 |
|
- Datasets 2.16.1 |
|
- Tokenizers 0.15.0 |
|
|
