muhtasham / tiny-mlm-imdb-target-conll2003

huggingface.co
Total runs: 18
24-hour runs: 0
7-day runs: 2
30-day runs: 14
Model's Last Updated: April 05 2023
token-classification

Introduction of tiny-mlm-imdb-target-conll2003

Model Details of tiny-mlm-imdb-target-conll2003

tiny-mlm-imdb-target-conll2003

This model is a fine-tuned version of muhtasham/small-mlm-wikitext on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1138
  • Precision: 0.8869
  • Recall: 0.9189
  • F1: 0.9026
  • Accuracy: 0.9777
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: 3e-05
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: constant
  • training_steps: 5000
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
0.2197 1.14 500 0.0926 0.8440 0.8756 0.8595 0.9715
0.0745 2.28 1000 0.0795 0.8817 0.8982 0.8899 0.9766
0.0425 3.42 1500 0.0829 0.8844 0.9127 0.8983 0.9773
0.0271 4.56 2000 0.0836 0.8975 0.9148 0.9061 0.9788
0.0181 5.69 2500 0.0949 0.8922 0.9155 0.9037 0.9782
0.0129 6.83 3000 0.0922 0.8912 0.9157 0.9033 0.9793
0.0091 7.97 3500 0.0996 0.9002 0.9169 0.9085 0.9789
0.0073 9.11 4000 0.1031 0.9035 0.9202 0.9118 0.9800
0.0057 10.25 4500 0.1152 0.9014 0.9125 0.9069 0.9788
0.005 11.39 5000 0.1138 0.8869 0.9189 0.9026 0.9777
Framework versions
  • Transformers 4.26.0.dev0
  • Pytorch 1.13.0+cu116
  • Datasets 2.8.1.dev0
  • Tokenizers 0.13.2

Runs of muhtasham tiny-mlm-imdb-target-conll2003 on huggingface.co

18
Total runs
0
24-hour runs
3
3-day runs
2
7-day runs
14
30-day runs

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