nairaxo / medica_ner_bluebert

huggingface.co
Total runs: 9
24-hour runs: 0
7-day runs: -1
30-day runs: 7
Model's Last Updated: November 18 2024
token-classification

Introduction of medica_ner_bluebert

Model Details of medica_ner_bluebert

medical-ner-bluebert

This model is a fine-tuned version of bionlp/bluebert_pubmed_uncased_L-24_H-1024_A-16 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0894
  • Precision: 0.9365
  • Recall: 0.9705
  • F1: 0.9532
  • Accuracy: 0.9810
Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • num_epochs: 20
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
No log 1.0 90 0.7138 0.5501 0.6082 0.5777 0.7757
No log 2.0 180 0.6697 0.5391 0.7574 0.6298 0.7863
No log 3.0 270 0.4996 0.6284 0.8024 0.7048 0.8429
No log 4.0 360 0.3957 0.6779 0.8332 0.7476 0.8760
No log 5.0 450 0.2886 0.7603 0.8658 0.8096 0.9160
0.4932 6.0 540 0.2345 0.8026 0.8839 0.8413 0.9321
0.4932 7.0 630 0.2061 0.8290 0.9121 0.8686 0.9419
0.4932 8.0 720 0.1715 0.8537 0.9226 0.8868 0.9518
0.4932 9.0 810 0.1454 0.8701 0.9374 0.9025 0.9603
0.4932 10.0 900 0.1422 0.8857 0.9437 0.9137 0.9635
0.4932 11.0 990 0.1134 0.9081 0.9516 0.9293 0.9718
0.0935 12.0 1080 0.1147 0.9075 0.9582 0.9322 0.9722
0.0935 13.0 1170 0.1039 0.9165 0.9616 0.9385 0.9757
0.0935 14.0 1260 0.0978 0.9256 0.9658 0.9453 0.9774
0.0935 15.0 1350 0.0925 0.9283 0.9671 0.9473 0.9797
0.0935 16.0 1440 0.0873 0.9378 0.9679 0.9526 0.9813
0.0301 17.0 1530 0.0927 0.9334 0.9703 0.9515 0.9803
0.0301 18.0 1620 0.0903 0.9355 0.97 0.9525 0.9804
0.0301 19.0 1710 0.0890 0.9373 0.9711 0.9539 0.9811
0.0301 20.0 1800 0.0894 0.9365 0.9705 0.9532 0.9810
Framework versions
  • Transformers 4.46.2
  • Pytorch 2.5.1+cu121
  • Datasets 3.1.0
  • Tokenizers 0.20.3

Runs of nairaxo medica_ner_bluebert on huggingface.co

9
Total runs
0
24-hour runs
0
3-day runs
-1
7-day runs
7
30-day runs

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medica_ner_bluebert huggingface.co is an AI model on huggingface.co that provides medica_ner_bluebert's model effect (), which can be used instantly with this nairaxo medica_ner_bluebert model. huggingface.co supports a free trial of the medica_ner_bluebert model, and also provides paid use of the medica_ner_bluebert. Support call medica_ner_bluebert model through api, including Node.js, Python, http.

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medica_ner_bluebert install

medica_ner_bluebert is an open source model from GitHub that offers a free installation service, and any user can find medica_ner_bluebert on GitHub to install. At the same time, huggingface.co provides the effect of medica_ner_bluebert install, users can directly use medica_ner_bluebert installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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