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ltuzova/amazon_helpfulness_classification_on_25M_full_pretrained_best_epoch_f1

sourceHugging Facemitupdated 2y agoView on Hugging Face
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amazonhelpfulnessclassificationon25Mfullpretrainedbestepoch_f1

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: 0.4608
  • —Accuracy: 0.8715
  • —F1 Macro: 0.6989

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
0.31221.072040.33190.86620.5845
0.28492.0144080.32490.87620.6800
0.26553.0216120.34790.8720.6419
0.23874.0288160.43710.87220.6910
0.2165.0360200.47160.86920.7047
0.15266.0432240.59200.87260.6825
0.12427.0504280.65680.8730.6754
0.11778.0576320.75060.86660.6755

Framework versions

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