judithrosell / BlueBERT_CRAFT_NER

huggingface.co
Total runs: 11
24-hour runs: -1
7-day runs: -2
30-day runs: -1
Model's Last Updated: December 27 2023
token-classification

Introduction of BlueBERT_CRAFT_NER

Model Details of BlueBERT_CRAFT_NER

BlueBERT_CRAFT_NER

This model is a fine-tuned version of bionlp/bluebert_pubmed_mimic_uncased_L-12_H-768_A-12 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1403
  • Precision: 0.8067
  • Recall: 0.7909
  • F1: 0.7987
  • Accuracy: 0.9633
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: 16
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 3
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
No log 1.0 347 0.1578 0.7663 0.7662 0.7662 0.9562
0.2328 2.0 695 0.1396 0.7927 0.7994 0.7961 0.9620
0.0645 3.0 1041 0.1403 0.8067 0.7909 0.7987 0.9633
Framework versions
  • Transformers 4.35.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.16.0
  • Tokenizers 0.15.0

Runs of judithrosell BlueBERT_CRAFT_NER on huggingface.co

11
Total runs
-1
24-hour runs
-3
3-day runs
-2
7-day runs
-1
30-day runs

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BlueBERT_CRAFT_NER huggingface.co

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

judithrosell BlueBERT_CRAFT_NER online free

BlueBERT_CRAFT_NER huggingface.co is an online trial and call api platform, which integrates BlueBERT_CRAFT_NER's modeling effects, including api services, and provides a free online trial of BlueBERT_CRAFT_NER, you can try BlueBERT_CRAFT_NER online for free by clicking the link below.

judithrosell BlueBERT_CRAFT_NER online free url in huggingface.co:

https://huggingface.co/judithrosell/BlueBERT_CRAFT_NER

BlueBERT_CRAFT_NER install

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

BlueBERT_CRAFT_NER install url in huggingface.co:

https://huggingface.co/judithrosell/BlueBERT_CRAFT_NER

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