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AnonymousCS/populism_classifier_bsample_080

sourceHugging Facemitupdated 1y agoView on Hugging Face
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Model Card

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populismclassifierbsample_080

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: 0.7741
  • —Accuracy: 0.8164
  • —1-f1: 0.2222
  • —1-recall: 0.8889
  • —1-precision: 0.1270
  • —Balanced Acc: 0.8515

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
0.06521.080.60310.84590.22950.77780.13460.8129
0.01562.0161.95130.61640.13331.00.07140.8024
0.03433.0240.77410.81640.22220.88890.12700.8515

Framework versions

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