acb1a7ea85ac9779d2da7d5853fe0f82

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

  • Loss: 0.9231
  • Data Size: 1.0
  • Epoch Runtime: 107.2634
  • Accuracy: 0.6672
  • F1 Macro: 0.5926

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 1.6855 0 7.3280 0.1815 0.1099
No log 1 1973 1.5024 0.0078 8.6292 0.3036 0.1516
0.0318 2 3946 1.3125 0.0156 8.7919 0.4701 0.2408
1.192 3 5919 1.1183 0.0312 10.4265 0.5381 0.3511
1.0552 4 7892 1.0130 0.0625 13.7176 0.5757 0.4726
0.9694 5 9865 0.9311 0.125 19.9050 0.6147 0.4945
0.9042 6 11838 0.8656 0.25 32.9112 0.6429 0.5302
0.8763 7 13811 0.8349 0.5 57.9569 0.6461 0.5643
0.7884 8.0 15784 0.8012 1.0 108.7645 0.6646 0.5911
0.7013 9.0 17757 0.8179 1.0 107.0642 0.6765 0.5908
0.6005 10.0 19730 0.8713 1.0 107.7805 0.6511 0.5953
0.5411 11.0 21703 0.9613 1.0 109.1855 0.6551 0.5817
0.4842 12.0 23676 0.9231 1.0 107.2634 0.6672 0.5926

Framework versions

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