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ltuzova/amazon_helpfulness_classification_on_5M_full_pretrained_best_epoch_f1

sourceHugging Facemitupdated 2y agoView on Hugging Face
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amazonhelpfulnessclassificationon5Mfullpretrainedbestepoch_f1

This model is a fine-tuned version of BigTMiami/amazon_pretraining_5M_model_corrected on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4124
  • —Accuracy: 0.8726
  • —F1 Macro: 0.7000

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
0.31511.072040.33590.87280.6273
0.28832.0144080.32290.87380.6540
0.26223.0216120.39090.870.6323
0.25394.0288160.42270.86960.7007
0.20415.0360200.49380.87120.6846
0.15326.0432240.65900.86360.6852
0.12937.0504280.83220.86220.6203

Framework versions

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