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ayshi/basic_roberta

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

  • Train Loss: 0.0085
  • Validation Loss: 1.0970
  • Train Accuracy: 0.8267
  • Epoch: 20

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': 960, '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
0.1061 0.9567 0.7778 0
0.0565 1.0825 0.7778 1
0.0362 1.0696 0.7822 2
0.0396 1.0904 0.7956 3
0.0308 1.0044 0.8044 4
0.0748 1.0578 0.8133 5
0.0392 0.9964 0.8222 6
0.0166 1.0293 0.8089 7
0.0174 0.9895 0.8178 8
0.0114 1.0403 0.8267 9
0.0141 1.0086 0.8178 10
0.0145 1.0403 0.8089 11
0.0194 1.3127 0.7822 12
0.0134 1.2929 0.7911 13
0.0377 0.8565 0.8133 14
0.0251 0.9806 0.8222 15
0.0130 1.0757 0.8356 16
0.0100 1.1304 0.8 17
0.0103 1.0859 0.8133 18
0.0078 1.1050 0.8311 19
0.0085 1.0970 0.8267 20

Framework versions

  • Transformers 4.34.0
  • TensorFlow 2.13.0
  • Datasets 2.14.5
  • Tokenizers 0.14.1
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