LiLTInvoiceCzechV013

This model is a fine-tuned version of TomasFAV/LiLTInvoiceCzechV01 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0467
  • Precision: 0.8824
  • Recall: 0.8959
  • F1: 0.8891
  • Accuracy: 0.9907

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: 3e-05
  • train_batch_size: 16
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 0.1
  • num_epochs: 20
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
No log 1.0 12 0.0851 0.7551 0.7577 0.7564 0.9790
No log 2.0 24 0.0668 0.7643 0.7526 0.7584 0.9801
No log 3.0 36 0.0664 0.8217 0.7867 0.8038 0.9833
No log 4.0 48 0.0564 0.7759 0.8567 0.8143 0.9842
No log 5.0 60 0.0501 0.8368 0.8140 0.8253 0.9866
No log 6.0 72 0.0444 0.8571 0.8601 0.8586 0.9886
No log 7.0 84 0.0435 0.8503 0.9113 0.8797 0.9896
No log 8.0 96 0.0444 0.8610 0.8771 0.8690 0.9893
No log 9.0 108 0.0431 0.8756 0.8891 0.8823 0.9904
No log 10.0 120 0.0441 0.8669 0.9113 0.8885 0.9906
No log 11.0 132 0.0450 0.8501 0.9096 0.8788 0.9897
No log 12.0 144 0.0436 0.8588 0.9027 0.8802 0.9902
No log 13.0 156 0.0434 0.8733 0.8942 0.8836 0.9905
No log 14.0 168 0.0456 0.8564 0.8959 0.8757 0.9900
No log 15.0 180 0.0451 0.8725 0.8993 0.8857 0.9907
No log 16.0 192 0.0444 0.8842 0.8857 0.8849 0.9908
No log 17.0 204 0.0451 0.8807 0.8942 0.8874 0.9908
No log 18.0 216 0.0466 0.87 0.8908 0.8803 0.9904
No log 19.0 228 0.0468 0.8807 0.8942 0.8874 0.9906
No log 20.0 240 0.0467 0.8824 0.8959 0.8891 0.9907

Framework versions

  • Transformers 5.0.0
  • Pytorch 2.10.0+cu128
  • Datasets 4.0.0
  • Tokenizers 0.22.2
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