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victorbahlangene/deberta-v3-small-fine-Disaster-Tweets-Part2

sourceHugging Facemitupdated 4y agoView on Hugging Face
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deberta-v3-small-fine-Disaster-Tweets-Part2

This model is a fine-tuned version of microsoft/deberta-v3-small on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4849
  • —Accuracy: 0.8275
  • —F1: 0.8278

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: 8e-05
  • —trainbatchsize: 32
  • —evalbatchsize: 64
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: cosine
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 4
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossAccuracyF1
No log1.02030.46700.85110.8503
No log2.04060.43810.84590.8455
0.40163.06090.40960.84240.8413
0.40164.08120.48490.82750.8278

Framework versions

  • —Transformers 4.23.1
  • —Pytorch 1.12.1+cu113
  • —Datasets 2.6.1
  • —Tokenizers 0.13.1