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w11wo/indobert-large-p1-twitter-indonesia-sarcastic

sourceHugging Facemitupdated 3y agoView on Hugging Face
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indobert-large-p1-twitter-indonesia-sarcastic

This model is a fine-tuned version of indobenchmark/indobert-large-p1 on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.3207
  • —Accuracy: 0.8643
  • —F1: 0.7160
  • —Precision: 0.7480
  • —Recall: 0.6866

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: 1e-05
  • —trainbatchsize: 32
  • —evalbatchsize: 64
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: cosine
  • —num_epochs: 100.0
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossAccuracyF1PrecisionRecall
0.58361.0590.41530.80600.57380.63640.5224
0.37662.01180.33530.84330.59620.83780.4627
0.24763.01770.31140.86190.69420.77780.6269
0.13564.02360.32790.86940.73280.750.7164
0.05365.02950.42650.85820.71640.71640.7164
0.01576.03540.64480.86190.66670.84090.5522
0.00767.04130.57390.86190.72180.72730.7164

Framework versions

  • —Transformers 4.36.2
  • —Pytorch 2.1.1+cu121
  • —Datasets 2.15.0
  • —Tokenizers 0.15.0