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muhtasham/small-mlm-conll2003-from-scratch-custom-tokenizer-target-rotten_tomatoes

sourceHugging Faceupdated 4y agoView on Hugging Face
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small-mlm-conll2003-from-scratch-custom-tokenizer-target-rotten_tomatoes

This model is a fine-tuned version of muhtasham/small-mlm-conll2003-from-scratch-custom-tokenizer on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.7430
  • —Accuracy: 0.7158
  • —F1: 0.7155

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
  • —trainbatchsize: 32
  • —evalbatchsize: 32
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constant
  • —training_steps: 5000

Training results

Training LossEpochStepValidation LossAccuracyF1
0.65251.875000.56920.70540.7029
0.39853.7510000.64290.71860.7130
0.29045.6215000.73780.72050.7199
0.20547.4920000.90050.71950.7173
0.15689.3625001.28970.69510.6907
0.118811.2430001.30480.72230.7221
0.091113.1135001.33600.71670.7167
0.081414.9840001.53010.70730.7053
0.059216.8545001.74300.71580.7155

Framework versions

  • —Transformers 4.26.0.dev0
  • —Pytorch 1.13.1+cu116
  • —Datasets 2.8.1.dev0
  • —Tokenizers 0.13.2