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arabert_baseline_vocabulary_task1_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: 0.4495
  • Qwk: 0.5070
  • Mse: 0.4537

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 6.1233 -0.0049 6.0762
No log 0.6667 4 2.5238 0.0438 2.5221
No log 1.0 6 1.6945 0.0677 1.7016
No log 1.3333 8 0.6878 0.2489 0.6921
No log 1.6667 10 0.5146 0.2759 0.5204
No log 2.0 12 0.6279 0.2036 0.6327
No log 2.3333 14 1.1313 0.0888 1.1412
No log 2.6667 16 0.8112 0.1508 0.8178
No log 3.0 18 0.5968 0.3475 0.6025
No log 3.3333 20 0.5587 0.3475 0.5649
No log 3.6667 22 0.3908 0.4828 0.3937
No log 4.0 24 0.3808 0.4828 0.3836
No log 4.3333 26 0.5135 0.4190 0.5196
No log 4.6667 28 0.7114 0.2825 0.7220
No log 5.0 30 0.6755 0.3456 0.6851
No log 5.3333 32 0.4917 0.5259 0.4969
No log 5.6667 34 0.4653 0.5679 0.4693
No log 6.0 36 0.4650 0.5917 0.4695
No log 6.3333 38 0.4511 0.5817 0.4552
No log 6.6667 40 0.4643 0.4296 0.4687
No log 7.0 42 0.4888 0.3970 0.4933
No log 7.3333 44 0.4987 0.3970 0.5033
No log 7.6667 46 0.4509 0.5191 0.4546
No log 8.0 48 0.3997 0.5917 0.4021
No log 8.3333 50 0.4026 0.5917 0.4048
No log 8.6667 52 0.4048 0.5817 0.4074
No log 9.0 54 0.4217 0.5366 0.4250
No log 9.3333 56 0.4348 0.5366 0.4386
No log 9.6667 58 0.4485 0.5070 0.4527
No log 10.0 60 0.4495 0.5070 0.4537

Framework versions

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