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ltuzova/amazon_helpfulness_classification_on_TAPT_full_pretrained_best_epoch_f1

sourceHugging Facemitupdated 2y agoView on Hugging Face
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amazonhelpfulnessclassificationonTAPTfullpretrainedbestepoch_f1

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

  • —Loss: 0.3236
  • —Accuracy: 0.8782
  • —F1 Macro: 0.6889

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
0.32431.072040.31130.86820.6013
0.30962.0144080.35690.86920.5975
0.28873.0216120.32550.87660.6939
0.24964.0288160.37170.87060.6589
0.18115.0360200.48930.86880.6844
0.17676.0432240.61580.86280.6793

Framework versions

  • —Transformers 4.36.2
  • —Pytorch 2.2.1+cu121
  • —Datasets 2.18.0
  • —Tokenizers 0.15.2