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arabert_baseline_mechanics_task1_fold0

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6765
  • Qwk: 0.4590
  • Mse: 0.6922

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
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Qwk Mse
No log 0.3333 2 4.5225 -0.0658 4.5651
No log 0.6667 4 1.8523 0.1370 1.8774
No log 1.0 6 0.9383 0.2326 0.9611
No log 1.3333 8 0.8679 0.3119 0.8947
No log 1.6667 10 0.8994 0.4015 0.9273
No log 2.0 12 1.2109 0.0582 1.2468
No log 2.3333 14 1.0652 0.0783 1.0979
No log 2.6667 16 0.8918 0.4726 0.9192
No log 3.0 18 0.9069 0.3931 0.9346
No log 3.3333 20 0.8533 0.3636 0.8812
No log 3.6667 22 0.7332 0.4582 0.7567
No log 4.0 24 0.7505 0.5333 0.7733
No log 4.3333 26 0.7390 0.475 0.7612
No log 4.6667 28 0.7760 0.3824 0.8000
No log 5.0 30 0.8078 0.3913 0.8335
No log 5.3333 32 0.7440 0.4450 0.7671
No log 5.6667 34 0.7175 0.4906 0.7395
No log 6.0 36 0.7050 0.5254 0.7261
No log 6.3333 38 0.7088 0.4450 0.7299
No log 6.6667 40 0.6952 0.4727 0.7141
No log 7.0 42 0.6847 0.4770 0.7014
No log 7.3333 44 0.6839 0.5054 0.7003
No log 7.6667 46 0.6830 0.4822 0.6983
No log 8.0 48 0.6803 0.4822 0.6954
No log 8.3333 50 0.6819 0.4279 0.6979
No log 8.6667 52 0.6851 0.4360 0.7017
No log 9.0 54 0.6844 0.4360 0.7010
No log 9.3333 56 0.6804 0.4360 0.6965
No log 9.6667 58 0.6769 0.4590 0.6926
No log 10.0 60 0.6765 0.4590 0.6922

Framework versions

  • Transformers 4.44.0
  • Pytorch 2.4.0
  • Datasets 2.21.0
  • Tokenizers 0.19.1
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