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distilbert_base_multilingual_cased_ru_action_min_chunks_works_19_12

This model is a fine-tuned version of distilbert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:

  • Train Loss: 0.0535
  • Validation Loss: 1.3927
  • Train Accuracy: 0.6869
  • Epoch: 14

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:

  • optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 6660, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
  • training_precision: float32

Training results

Train Loss Validation Loss Train Accuracy Epoch
0.6916 0.6779 0.5859 0
0.6895 0.6660 0.6162 1
0.6505 0.6476 0.6566 2
0.5595 0.6096 0.7374 3
0.4751 0.7793 0.5960 4
0.3377 0.8518 0.6768 5
0.2418 1.0199 0.6465 6
0.1604 1.1340 0.6667 7
0.1399 1.1893 0.6465 8
0.1198 0.9966 0.6465 9
0.0854 1.2855 0.6768 10
0.0747 1.2972 0.6566 11
0.0594 1.3570 0.6970 12
0.0561 1.4063 0.6566 13
0.0535 1.3927 0.6869 14

Framework versions

  • Transformers 4.35.2
  • TensorFlow 2.15.0
  • Datasets 2.15.0
  • Tokenizers 0.15.0
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