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arabert_baseline_grammar_task5_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: 0.4829
  • Qwk: 0.6262
  • Mse: 0.4829

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 2.4374 0.0250 2.4374
No log 0.6667 4 0.9732 -0.0090 0.9732
No log 1.0 6 0.5943 0.3165 0.5943
No log 1.3333 8 0.5108 0.3182 0.5108
No log 1.6667 10 0.4747 0.3137 0.4747
No log 2.0 12 0.4634 0.3165 0.4634
No log 2.3333 14 0.4798 0.4509 0.4798
No log 2.6667 16 0.4795 0.4737 0.4795
No log 3.0 18 0.5467 0.5327 0.5467
No log 3.3333 20 0.5831 0.5327 0.5831
No log 3.6667 22 0.5213 0.6269 0.5213
No log 4.0 24 0.6213 0.7087 0.6213
No log 4.3333 26 0.6774 0.7236 0.6774
No log 4.6667 28 0.6694 0.7236 0.6694
No log 5.0 30 0.5668 0.7 0.5668
No log 5.3333 32 0.5235 0.7059 0.5235
No log 5.6667 34 0.5216 0.7059 0.5216
No log 6.0 36 0.5070 0.5957 0.5070
No log 6.3333 38 0.5038 0.6047 0.5038
No log 6.6667 40 0.5220 0.6606 0.5220
No log 7.0 42 0.5420 0.6377 0.5420
No log 7.3333 44 0.5474 0.6667 0.5474
No log 7.6667 46 0.5400 0.6262 0.5400
No log 8.0 48 0.5341 0.6262 0.5341
No log 8.3333 50 0.5282 0.6262 0.5282
No log 8.6667 52 0.5146 0.6262 0.5146
No log 9.0 54 0.4982 0.6262 0.4982
No log 9.3333 56 0.4857 0.6262 0.4857
No log 9.6667 58 0.4846 0.6262 0.4846
No log 10.0 60 0.4829 0.6262 0.4829

Framework versions

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