mms-1b-all-bemgen-combined-m50f50-62-DAT-0.7

This model is a fine-tuned version of facebook/mms-1b-all on the BEMGEN - BEM dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2684
  • Cer: 0.0753

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: 0.0003
  • train_batch_size: 8
  • eval_batch_size: 4
  • seed: 62
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 16
  • optimizer: Use OptimizerNames.ADAMW_TORCH 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: 100
  • num_epochs: 30.0
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Cer
8.4148 0.8439 100 2.9018 0.9994
2.5347 1.6835 200 0.5233 0.1540
1.5325 2.5232 300 0.3628 0.1027
1.4104 3.3629 400 0.3293 0.0970
1.3083 4.2025 500 0.3197 0.0919
1.2851 5.0422 600 0.3059 0.0884
1.3503 5.8861 700 0.3020 0.0865
1.3769 6.7257 800 0.3012 0.0825
1.2606 7.5654 900 0.2831 0.0798
1.2803 8.4051 1000 0.2801 0.0770
1.2855 9.2447 1100 0.2793 0.0782
1.3776 10.0844 1200 0.2801 0.0786
1.2692 10.9283 1300 0.2765 0.0764
1.3227 11.7679 1400 0.2740 0.0746
1.2628 12.6076 1500 0.2730 0.0757
1.3158 13.4473 1600 0.2757 0.0760
1.3531 14.2869 1700 0.2706 0.0754
1.2122 15.1266 1800 0.2701 0.0751
1.2249 15.9705 1900 0.2691 0.0750
1.2273 16.8101 2000 0.2713 0.0757
1.304 17.6498 2100 0.2701 0.0761
1.249 18.4895 2200 0.2687 0.0753
1.2562 19.3291 2300 0.2687 0.0752
1.1351 20.1688 2400 0.2684 0.0753
1.2185 21.0084 2500 0.2698 0.0749
1.1919 21.8523 2600 0.2693 0.0745
1.1667 22.6920 2700 0.2686 0.0752

Framework versions

  • Transformers 4.53.0.dev0
  • Pytorch 2.6.0+cu124
  • Datasets 3.6.0
  • Tokenizers 0.21.0
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