41a80b51aa5104087f070a8dcad8f9af

This model is a fine-tuned version of distilbert/distilbert-base-german-cased on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9280
  • Data Size: 1.0
  • Epoch Runtime: 60.4610
  • Accuracy: 0.6542
  • F1 Macro: 0.5708

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: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 4
  • total_train_batch_size: 32
  • total_eval_batch_size: 32
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: constant
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Data Size Epoch Runtime Accuracy F1 Macro
No log 0 0 1.6122 0 4.7762 0.1858 0.0627
No log 1 1973 1.4683 0.0078 5.3407 0.3853 0.1112
0.032 2 3946 1.4560 0.0156 5.8536 0.3853 0.1112
1.4282 3 5919 1.3611 0.0312 6.7241 0.4229 0.1819
1.2476 4 7892 1.1574 0.0625 8.5589 0.5220 0.3782
1.0309 5 9865 0.9788 0.125 12.0983 0.5970 0.4576
0.9513 6 11838 0.9173 0.25 19.2222 0.6185 0.5002
0.9202 7 13811 0.8577 0.5 33.3267 0.6401 0.5643
0.8319 8.0 15784 0.8319 1.0 60.6466 0.6529 0.5819
0.7423 9.0 17757 0.8373 1.0 60.1827 0.6594 0.5808
0.6419 10.0 19730 0.8568 1.0 60.8935 0.6535 0.5830
0.5818 11.0 21703 0.9340 1.0 61.0317 0.6603 0.5737
0.5256 12.0 23676 0.9280 1.0 60.4610 0.6542 0.5708

Framework versions

  • Transformers 4.57.0
  • Pytorch 2.8.0+cu128
  • Datasets 4.2.0
  • Tokenizers 0.22.1
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