CoolFace
Modelpublic

roalalaoui/marbert-sarcasm-arabic

sourceHugging Faceupdated 6mo agoView on Hugging Face
0likes10downloads
Model Card

<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. -->

marbert-sarcasm-arabic

This model is a fine-tuned version of UBC-NLP/MARBERTv2 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5310
  • F1 Weighted: 0.8485
  • F1 Macro: 0.7768
  • F1 Sarcastic: 0.6565
  • Precision Macro: 0.7579
  • Recall Macro: 0.8071
  • Accuracy: 0.8417

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: 1.5e-05
  • trainbatchsize: 32
  • evalbatchsize: 64
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMWTORCHFUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lrschedulertype: linear
  • lrschedulerwarmup_steps: 288
  • num_epochs: 3
  • mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossF1 WeightedF1 MacroF1 SarcasticPrecision MacroRecall MacroAccuracy
0.44811.03620.42030.84350.77310.65490.75180.81310.8346
0.33332.07240.43890.84330.77370.65700.75190.81660.8339
0.21173.010860.53100.84850.77680.65650.75790.80710.8417

Framework versions

  • Transformers 5.0.0
  • Pytorch 2.10.0+cu128
  • Datasets 4.8.3
  • Tokenizers 0.22.2