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ltuzova/imdb_classification_on_25M_full_pretrained_best_epoch_f1

sourceHugging Facemitupdated 2y agoView on Hugging Face
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imdbclassificationon25Mfullpretrainedbestepochf1

This model is a fine-tuned version of ltuzova/amazon_domain_pretrained_model on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.1535
  • —Accuracy: 0.957
  • —F1 Macro: 0.9570

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
  • —trainbatchsize: 16
  • —evalbatchsize: 16
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-06
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.06
  • —num_epochs: 10

Training results

Training LossEpochStepValidation LossAccuracyF1 Macro
0.24641.012500.20600.94920.9492
0.14542.025000.15660.95680.9568
0.09683.037500.27410.95240.9524
0.05354.050000.25140.95540.9554
0.04265.062500.26210.95420.9542

Framework versions

  • —Transformers 4.38.2
  • —Pytorch 2.2.1+cu121
  • —Datasets 2.18.0
  • —Tokenizers 0.15.2