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arabert_baseline_vocabulary_task7_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: 0.4434
  • Qwk: 0.7306
  • Mse: 0.4409

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 1.1716 0.2597 1.1767
No log 0.6667 4 0.7370 0.5706 0.7641
No log 1.0 6 0.7497 0.5562 0.7703
No log 1.3333 8 0.6581 0.5987 0.6708
No log 1.6667 10 0.6557 0.4 0.6660
No log 2.0 12 0.4981 0.7242 0.5095
No log 2.3333 14 0.5966 0.5490 0.6027
No log 2.6667 16 0.7334 0.5273 0.7340
No log 3.0 18 0.7026 0.5268 0.7001
No log 3.3333 20 0.5537 0.6360 0.5517
No log 3.6667 22 0.5745 0.6402 0.5704
No log 4.0 24 0.6711 0.5418 0.6622
No log 4.3333 26 0.6481 0.5418 0.6370
No log 4.6667 28 0.5399 0.6015 0.5315
No log 5.0 30 0.4583 0.6890 0.4538
No log 5.3333 32 0.4300 0.7379 0.4272
No log 5.6667 34 0.4490 0.6402 0.4450
No log 6.0 36 0.5299 0.6360 0.5222
No log 6.3333 38 0.5460 0.5268 0.5387
No log 6.6667 40 0.4926 0.6360 0.4893
No log 7.0 42 0.4501 0.6402 0.4494
No log 7.3333 44 0.4428 0.7379 0.4421
No log 7.6667 46 0.4707 0.6360 0.4684
No log 8.0 48 0.4833 0.6360 0.4804
No log 8.3333 50 0.5033 0.6360 0.4988
No log 8.6667 52 0.5001 0.6360 0.4953
No log 9.0 54 0.4748 0.6833 0.4711
No log 9.3333 56 0.4541 0.6833 0.4512
No log 9.6667 58 0.4462 0.6833 0.4437
No log 10.0 60 0.4434 0.7306 0.4409

Framework versions

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