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SMG0/Model3_Marabertv2_T1_WS_A100

sourceHugging Faceupdated 3y agoView on Hugging Face
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Model3Marabertv2T1WSA100

This model is a fine-tuned version of UBC-NLP/MARBERTv2 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2316
  • F1: 0.8336
  • F1 Macro: 0.7718
  • Roc Auc: 0.8974
  • Accuracy: 0.8066

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: 5e-05
  • trainbatchsize: 16
  • evalbatchsize: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: linear
  • num_epochs: 15

Training results

Training LossEpochStepValidation LossF1F1 MacroRoc AucAccuracy
0.22531.05070.16180.81620.74040.87870.7814
0.11592.010140.16520.82730.75450.89280.8017
0.0733.015210.18830.83550.76450.89960.8045
0.04544.020280.21380.84080.77000.90260.8128
0.03015.025350.23160.83360.77180.89740.8066

Framework versions

  • Transformers 4.31.0
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.4
  • Tokenizers 0.13.3