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pubmedbert-finetuned-ner

siddharthtumre / pubmedbert-finetuned-ner

Run on huggingface.co
huggingface.co
Total runs: 3
24-hour runs: 0
7-day runs: -53
30-day runs: -53
Model's Last Updated: August 24 2022
token-classification

Introduction of pubmedbert-finetuned-ner

Model Details of pubmedbert-finetuned-ner

pubmedbert-finetuned-ner

This model is a fine-tuned version of microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext on the jnlpba dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3766
  • Precision: 0.6877
  • Recall: 0.7833
  • F1: 0.7324
  • Accuracy: 0.9267
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
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
0.1607 1.0 2319 0.2241 0.6853 0.7835 0.7311 0.9302
0.112 2.0 4638 0.2620 0.6753 0.7929 0.7294 0.9276
0.0785 3.0 6957 0.3014 0.6948 0.7731 0.7319 0.9268
0.055 4.0 9276 0.3526 0.6898 0.7801 0.7322 0.9268
0.0418 5.0 11595 0.3766 0.6877 0.7833 0.7324 0.9267
Framework versions
  • Transformers 4.21.1
  • Pytorch 1.12.1+cu113
  • Datasets 2.4.0
  • Tokenizers 0.12.1

Runs of siddharthtumre pubmedbert-finetuned-ner on huggingface.co

3
Total runs
0
24-hour runs
0
3-day runs
-53
7-day runs
-53
30-day runs

More Information About pubmedbert-finetuned-ner huggingface.co Model

More pubmedbert-finetuned-ner license Visit here:

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pubmedbert-finetuned-ner huggingface.co

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

pubmedbert-finetuned-ner huggingface.co Url

https://huggingface.co/siddharthtumre/pubmedbert-finetuned-ner

siddharthtumre pubmedbert-finetuned-ner online free

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

siddharthtumre pubmedbert-finetuned-ner online free url in huggingface.co:

https://huggingface.co/siddharthtumre/pubmedbert-finetuned-ner

pubmedbert-finetuned-ner install

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

pubmedbert-finetuned-ner install url in huggingface.co:

https://huggingface.co/siddharthtumre/pubmedbert-finetuned-ner

Url of pubmedbert-finetuned-ner

pubmedbert-finetuned-ner huggingface.co Url

Provider of pubmedbert-finetuned-ner huggingface.co

siddharthtumre
ORGANIZATIONS
huggingface.co

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