gagan3012 / bert-tiny-finetuned-ner

huggingface.co
Total runs: 1.7K
24-hour runs: 0
7-day runs: -157
30-day runs: 635
Model's Last Updated: September 02 2021
token-classification

Introduction of bert-tiny-finetuned-ner

Model Details of bert-tiny-finetuned-ner

bert-tiny-finetuned-ner

This model is a fine-tuned version of prajjwal1/bert-tiny on the conll2003 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1689
  • Precision: 0.8083
  • Recall: 0.8274
  • F1: 0.8177
  • Accuracy: 0.9598
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
0.0355 1.0 878 0.1692 0.8072 0.8248 0.8159 0.9594
0.0411 2.0 1756 0.1678 0.8101 0.8277 0.8188 0.9600
0.0386 3.0 2634 0.1697 0.8103 0.8269 0.8186 0.9599
0.0373 4.0 3512 0.1694 0.8106 0.8263 0.8183 0.9600
0.0383 5.0 4390 0.1689 0.8083 0.8274 0.8177 0.9598
Framework versions
  • Transformers 4.10.0
  • Pytorch 1.9.0+cu102
  • Datasets 1.11.0
  • Tokenizers 0.10.3

Runs of gagan3012 bert-tiny-finetuned-ner on huggingface.co

1.7K
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More Information About bert-tiny-finetuned-ner huggingface.co Model

bert-tiny-finetuned-ner huggingface.co

bert-tiny-finetuned-ner huggingface.co is an AI model on huggingface.co that provides bert-tiny-finetuned-ner's model effect (), which can be used instantly with this gagan3012 bert-tiny-finetuned-ner model. huggingface.co supports a free trial of the bert-tiny-finetuned-ner model, and also provides paid use of the bert-tiny-finetuned-ner. Support call bert-tiny-finetuned-ner model through api, including Node.js, Python, http.

bert-tiny-finetuned-ner huggingface.co Url

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gagan3012 bert-tiny-finetuned-ner online free

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bert-tiny-finetuned-ner install

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

bert-tiny-finetuned-ner install url in huggingface.co:

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gagan3012
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