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AnonymousCS/populism_classifier_bsample_086

sourceHugging Facemitupdated 1y agoView on Hugging Face
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Model Card

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populismclassifierbsample_086

This model is a fine-tuned version of FacebookAI/xlm-roberta-base on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.9131
  • —Accuracy: 0.8287
  • —1-f1: 0.3960
  • —1-recall: 1.0
  • —1-precision: 0.2469
  • —Balanced Acc: 0.9092

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: 3e-05
  • —trainbatchsize: 16
  • —evalbatchsize: 16
  • —seed: 42
  • —optimizer: Use adamwtorch with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: linear
  • —num_epochs: 15
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossAccuracy1-f11-recall1-precisionBalanced Acc
0.00891.0120.83640.79210.35091.00.21280.8899
0.00592.0240.67570.85390.43481.00.27780.9226
0.00343.0360.60070.89610.50670.950.34550.9214
0.00224.0480.99660.82020.38461.00.23810.9048
0.00275.0600.91310.82870.39601.00.24690.9092

Framework versions

  • —Transformers 4.46.3
  • —Pytorch 2.4.1+cu121
  • —Datasets 3.1.0
  • —Tokenizers 0.20.3