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--- |
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license: apache-2.0 |
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library_name: peft |
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tags: |
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- generated_from_trainer |
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base_model: google/flan-t5-large |
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model-index: |
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- name: t5-large-dialogue-classification |
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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-large-dialogue-classification |
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This model is a fine-tuned version of [google/flan-t5-large](https://huggingface.co./google/flan-t5-large) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.2878 |
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- Classification Report: 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 0.3750 0.7500 0.5000 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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EXAM 0.3333 1.0000 0.5000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.8500 0.8500 0.8500 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 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 1.0000 1.0000 1.0000 8 |
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PLAN 0.6667 0.6667 0.6667 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8750 0.6364 0.7368 11 |
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accuracy 0.7300 100 |
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macro avg 0.3869 0.4359 0.3817 100 |
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weighted avg 0.6912 0.7300 0.6878 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 | 0.3878 | 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 0.3000 0.7500 0.4286 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8696 0.9091 0.8889 22 |
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GENHX 0.5333 0.8000 0.6400 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 1.0000 1.0000 1.0000 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 0.3333 1.0000 0.5000 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 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 0.6667 0.1818 0.2857 11 |
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accuracy 0.6100 100 |
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macro avg 0.3489 0.3304 0.3005 100 |
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weighted avg 0.6004 0.6100 0.5598 100 |
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| No log | 2.0 | 344 | 0.3626 | 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.9130 0.9545 0.9333 22 |
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GENHX 0.7619 0.8000 0.7805 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6667 0.8571 0.7500 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.1818 1.0000 0.3077 4 |
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PASTSURGICAL 0.8889 1.0000 0.9412 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 0.5000 0.2727 0.3529 11 |
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accuracy 0.6100 100 |
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macro avg 0.3292 0.3080 0.2841 100 |
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weighted avg 0.6133 0.6100 0.5814 100 |
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| 0.2727 | 3.0 | 516 | 0.3517 | 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 0.2727 0.7500 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8696 0.9091 0.8889 22 |
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GENHX 0.5714 0.8000 0.6667 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7000 1.0000 0.8235 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 1.0000 1.0000 1.0000 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 0.6667 0.1818 0.2857 11 |
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accuracy 0.6300 100 |
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macro avg 0.3530 0.3440 0.3078 100 |
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weighted avg 0.6122 0.6300 0.5750 100 |
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| 0.2727 | 4.0 | 688 | 0.3393 | 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 0.2857 0.5000 0.3636 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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EVALUATIONS 0.0000 0.0000 0.0000 0 |
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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 0.7619 0.8000 0.7805 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7000 1.0000 0.8235 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2222 1.0000 0.3636 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 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 0.6600 100 |
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macro avg 0.3841 0.3884 0.3436 100 |
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weighted avg 0.6554 0.6600 0.6162 100 |
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| 0.2727 | 5.0 | 860 | 0.3178 | 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 0.2000 0.2500 0.2222 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.7619 0.8000 0.7805 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7000 1.0000 0.8235 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2222 1.0000 0.3636 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 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 0.6667 0.3636 0.4706 11 |
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accuracy 0.6600 100 |
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macro avg 0.3760 0.3808 0.3402 100 |
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weighted avg 0.6428 0.6600 0.6183 100 |
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| 0.2182 | 6.0 | 1032 | 0.3011 | 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 0.3750 0.7500 0.5000 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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EXAM 0.3333 1.0000 0.5000 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.6957 0.8000 0.7442 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 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 1.0000 1.0000 1.0000 8 |
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PLAN 0.5000 0.3333 0.4000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8000 0.3636 0.5000 11 |
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accuracy 0.6800 100 |
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macro avg 0.3664 0.4046 0.3503 100 |
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weighted avg 0.6518 0.6800 0.6340 100 |
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| 0.2182 | 7.0 | 1204 | 0.3220 | 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.8889 0.8000 0.8421 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2105 1.0000 0.3478 4 |
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PASTSURGICAL 0.8000 1.0000 0.8889 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 0.5455 0.6316 11 |
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accuracy 0.6700 100 |
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macro avg 0.3702 0.3776 0.3366 100 |
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weighted avg 0.6583 0.6700 0.6335 100 |
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| 0.2182 | 8.0 | 1376 | 0.3121 | 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 0.2222 0.5000 0.3077 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.9412 0.8000 0.8649 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2667 1.0000 0.4211 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 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 0.7000 0.6364 0.6667 11 |
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accuracy 0.7000 100 |
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macro avg 0.3930 0.4057 0.3628 100 |
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weighted avg 0.6904 0.7000 0.6660 100 |
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| 0.1965 | 9.0 | 1548 | 0.3020 | 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 0.2727 0.7500 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.8500 0.8500 0.8500 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3077 1.0000 0.4706 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 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 0.8571 0.5455 0.6667 11 |
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accuracy 0.7100 100 |
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macro avg 0.4022 0.4157 0.3698 100 |
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weighted avg 0.7005 0.7100 0.6730 100 |
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| 0.1965 | 10.0 | 1720 | 0.3122 | 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 0.2500 0.7500 0.3750 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.8947 0.8500 0.8718 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 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 1.0000 1.0000 1.0000 8 |
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PLAN 1.0000 0.6667 0.8000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8571 0.5455 0.6667 11 |
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accuracy 0.7200 100 |
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macro avg 0.4043 0.4315 0.3860 100 |
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weighted avg 0.7034 0.7200 0.6836 100 |
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| 0.1965 | 11.0 | 1892 | 0.3050 | 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 0.3333 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.8889 0.8000 0.8421 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 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 1.0000 0.6667 0.8000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7000 0.6364 0.6667 11 |
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accuracy 0.7100 100 |
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macro avg 0.3968 0.4216 0.3815 100 |
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weighted avg 0.6851 0.7100 0.6751 100 |
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| 0.1834 | 12.0 | 2064 | 0.2901 | 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 0.3333 0.7500 0.4615 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.8095 0.8500 0.8293 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 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 1.0000 1.0000 1.0000 8 |
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PLAN 1.0000 0.6667 0.8000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8571 0.5455 0.6667 11 |
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accuracy 0.7200 100 |
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macro avg 0.4043 0.4315 0.3874 100 |
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weighted avg 0.6959 0.7200 0.6815 100 |
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| 0.1834 | 13.0 | 2236 | 0.2994 | 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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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 0.8095 0.8500 0.8293 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 1.0000 1.0000 1.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7778 1.0000 0.8750 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 1.0000 1.0000 1.0000 8 |
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PLAN 0.7500 1.0000 0.8571 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8750 0.6364 0.7368 11 |
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accuracy 0.7400 100 |
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macro avg 0.3977 0.4517 0.3981 100 |
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weighted avg 0.6879 0.7400 0.6914 100 |
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| 0.1834 | 14.0 | 2408 | 0.2951 | 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 0.3333 0.7500 0.4615 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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EVALUATION 0.0000 0.0000 0.0000 0 |
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EXAM 0.2500 1.0000 0.4000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.8500 0.8500 0.8500 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.7500 1.0000 0.8571 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8571 0.5455 0.6667 11 |
|
|
|
accuracy 0.7300 100 |
|
macro avg 0.3840 0.4474 0.3809 100 |
|
weighted avg 0.6892 0.7300 0.6833 100 |
|
| |
|
| 0.1731 | 15.0 | 2580 | 0.2977 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3333 0.7500 0.4615 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 |
|
EVALUATION 0.0000 0.0000 0.0000 0 |
|
EXAM 0.2000 1.0000 0.3333 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.8947 0.8500 0.8718 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.6667 0.6667 0.6667 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8750 0.6364 0.7368 11 |
|
|
|
accuracy 0.7300 100 |
|
macro avg 0.3807 0.4359 0.3730 100 |
|
weighted avg 0.6971 0.7300 0.6890 100 |
|
| |
|
| 0.1731 | 16.0 | 2752 | 0.2936 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3333 0.7500 0.4615 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 |
|
EVALUATION 0.0000 0.0000 0.0000 0 |
|
EXAM 0.3333 1.0000 0.5000 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.8947 0.8500 0.8718 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.5000 0.3333 0.4000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8750 0.6364 0.7368 11 |
|
|
|
accuracy 0.7200 100 |
|
macro avg 0.3773 0.4200 0.3664 100 |
|
weighted avg 0.6920 0.7200 0.6811 100 |
|
| |
|
| 0.1731 | 17.0 | 2924 | 0.2849 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3750 0.7500 0.5000 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 |
|
EVALUATION 0.0000 0.0000 0.0000 0 |
|
EXAM 0.3333 1.0000 0.5000 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.9444 0.8500 0.8947 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.3333 1.0000 0.5000 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.6667 0.6667 0.6667 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8750 0.6364 0.7368 11 |
|
|
|
accuracy 0.7300 100 |
|
macro avg 0.3882 0.4359 0.3805 100 |
|
weighted avg 0.7074 0.7300 0.6939 100 |
|
| |
|
| 0.1546 | 18.0 | 3096 | 0.2875 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.4286 0.7500 0.5455 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 |
|
EVALUATION 0.0000 0.0000 0.0000 0 |
|
EXAM 0.3333 1.0000 0.5000 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.8095 0.8500 0.8293 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.5000 0.3333 0.4000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8750 0.6364 0.7368 11 |
|
|
|
accuracy 0.7200 100 |
|
macro avg 0.3778 0.4200 0.3684 100 |
|
weighted avg 0.6788 0.7200 0.6760 100 |
|
| |
|
| 0.1546 | 19.0 | 3268 | 0.2885 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3750 0.7500 0.5000 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 |
|
EVALUATION 0.0000 0.0000 0.0000 0 |
|
EXAM 0.3333 1.0000 0.5000 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.8500 0.8500 0.8500 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.6667 0.6667 0.6667 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8750 0.6364 0.7368 11 |
|
|
|
accuracy 0.7300 100 |
|
macro avg 0.3869 0.4359 0.3817 100 |
|
weighted avg 0.6912 0.7300 0.6878 100 |
|
| |
|
| 0.1546 | 20.0 | 3440 | 0.2878 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3750 0.7500 0.5000 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 |
|
EVALUATION 0.0000 0.0000 0.0000 0 |
|
EXAM 0.3333 1.0000 0.5000 1 |
|
FAM/SOCHX 0.8462 1.0000 0.9167 22 |
|
GENHX 0.8500 0.8500 0.8500 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 1.0000 1.0000 1.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7778 1.0000 0.8750 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.6667 0.6667 0.6667 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8750 0.6364 0.7368 11 |
|
|
|
accuracy 0.7300 100 |
|
macro avg 0.3869 0.4359 0.3817 100 |
|
weighted avg 0.6912 0.7300 0.6878 100 |
|
| |
|
|
|
|
|
### Framework versions |
|
|
|
- PEFT 0.8.2 |
|
- Transformers 4.37.2 |
|
- Pytorch 2.1.0+cu121 |
|
- Datasets 2.17.1 |
|
- Tokenizers 0.15.2 |
