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arabert_baseline_vocabulary_task2_fold1

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: 0.5031
  • Qwk: 0.5714
  • Mse: 0.5016

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 4.1484 0.0038 4.1936
No log 0.6667 4 1.4862 0.0810 1.5068
No log 1.0 6 0.7072 0.0 0.7085
No log 1.3333 8 0.5919 0.0 0.5727
No log 1.6667 10 0.7019 0.0 0.6799
No log 2.0 12 0.4359 0.2329 0.4303
No log 2.3333 14 0.4598 0.1250 0.4561
No log 2.6667 16 0.4071 0.5145 0.3971
No log 3.0 18 0.5588 0.1732 0.5418
No log 3.3333 20 0.6199 0.1732 0.6015
No log 3.6667 22 0.4817 0.4400 0.4688
No log 4.0 24 0.3891 0.2959 0.3830
No log 4.3333 26 0.4411 0.1777 0.4351
No log 4.6667 28 0.4012 0.3959 0.3959
No log 5.0 30 0.4347 0.4765 0.4291
No log 5.3333 32 0.6742 0.4970 0.6581
No log 5.6667 34 0.7767 0.5273 0.7561
No log 6.0 36 0.7418 0.5836 0.7250
No log 6.3333 38 0.6070 0.4706 0.5993
No log 6.6667 40 0.4832 0.5714 0.4805
No log 7.0 42 0.4590 0.6196 0.4554
No log 7.3333 44 0.4604 0.6196 0.4573
No log 7.6667 46 0.4911 0.5714 0.4888
No log 8.0 48 0.5594 0.4415 0.5549
No log 8.3333 50 0.5973 0.5215 0.5910
No log 8.6667 52 0.5945 0.4415 0.5886
No log 9.0 54 0.5659 0.4415 0.5617
No log 9.3333 56 0.5343 0.5215 0.5317
No log 9.6667 58 0.5134 0.4976 0.5116
No log 10.0 60 0.5031 0.5714 0.5016

Framework versions

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