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arabert_baseline_grammar_task7_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: 0.5572
  • Qwk: 0.5704
  • Mse: 0.5572

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 1.4661 0.0977 1.4661
No log 0.6667 4 0.7644 0.4444 0.7644
No log 1.0 6 0.8832 0.4242 0.8832
No log 1.3333 8 1.3294 0.4231 1.3294
No log 1.6667 10 0.7718 0.4272 0.7718
No log 2.0 12 0.4503 0.5679 0.4503
No log 2.3333 14 0.5309 0.5417 0.5309
No log 2.6667 16 0.5822 0.5149 0.5822
No log 3.0 18 0.9504 0.4242 0.9504
No log 3.3333 20 1.2071 0.4068 1.2071
No log 3.6667 22 0.8892 0.4242 0.8892
No log 4.0 24 0.5812 0.5149 0.5812
No log 4.3333 26 0.5065 0.5149 0.5065
No log 4.6667 28 0.5216 0.5149 0.5216
No log 5.0 30 0.5606 0.5091 0.5606
No log 5.3333 32 0.6888 0.4257 0.6888
No log 5.6667 34 0.6926 0.4257 0.6926
No log 6.0 36 0.5721 0.5139 0.5721
No log 6.3333 38 0.4835 0.6127 0.4835
No log 6.6667 40 0.4666 0.6127 0.4666
No log 7.0 42 0.4944 0.6127 0.4944
No log 7.3333 44 0.5939 0.5704 0.5939
No log 7.6667 46 0.7085 0.4828 0.7085
No log 8.0 48 0.7680 0.4620 0.7680
No log 8.3333 50 0.7277 0.4828 0.7277
No log 8.6667 52 0.6480 0.4828 0.6480
No log 9.0 54 0.6116 0.5085 0.6116
No log 9.3333 56 0.5764 0.5704 0.5764
No log 9.6667 58 0.5647 0.5704 0.5647
No log 10.0 60 0.5572 0.5704 0.5572

Framework versions

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