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arabert_baseline_vocabulary_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: 0.6498
  • Qwk: 0.6216
  • Mse: 0.6722

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 4.6252 -0.0554 4.6618
No log 0.6667 4 1.9114 0.1179 1.9451
No log 1.0 6 0.9690 0.1617 1.0110
No log 1.3333 8 0.8689 0.3771 0.9143
No log 1.6667 10 0.7767 0.3636 0.8305
No log 2.0 12 0.7835 0.3652 0.8429
No log 2.3333 14 0.7429 0.5097 0.7956
No log 2.6667 16 0.7735 0.4543 0.8152
No log 3.0 18 0.8347 0.4231 0.8732
No log 3.3333 20 0.7428 0.4755 0.7774
No log 3.6667 22 0.7764 0.5241 0.8145
No log 4.0 24 0.7551 0.5241 0.7880
No log 4.3333 26 0.7760 0.4815 0.8052
No log 4.6667 28 0.8464 0.4103 0.8794
No log 5.0 30 0.7218 0.5290 0.7519
No log 5.3333 32 0.7204 0.5241 0.7555
No log 5.6667 34 0.7510 0.5634 0.7913
No log 6.0 36 0.6866 0.5634 0.7239
No log 6.3333 38 0.6265 0.5592 0.6598
No log 6.6667 40 0.6769 0.5913 0.7100
No log 7.0 42 0.6960 0.5913 0.7277
No log 7.3333 44 0.6638 0.5913 0.6914
No log 7.6667 46 0.6521 0.5987 0.6776
No log 8.0 48 0.6739 0.6369 0.6999
No log 8.3333 50 0.6666 0.6369 0.6916
No log 8.6667 52 0.6558 0.6655 0.6793
No log 9.0 54 0.6498 0.6216 0.6729
No log 9.3333 56 0.6487 0.6216 0.6712
No log 9.6667 58 0.6495 0.6216 0.6718
No log 10.0 60 0.6498 0.6216 0.6722

Framework versions

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