c041c75dca0c8bc4980d6585532db62d

This model is a fine-tuned version of studio-ousia/mluke-base on the contemmcm/hate-speech-and-offensive-language dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3713
  • Data Size: 1.0
  • Epoch Runtime: 61.1592
  • Accuracy: 0.8965
  • F1 Macro: 0.7657

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: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 4
  • total_train_batch_size: 32
  • total_eval_batch_size: 32
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: constant
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Data Size Epoch Runtime Accuracy F1 Macro
No log 0 0 1.1531 0 4.7156 0.1392 0.1209
No log 1 619 0.6623 0.0078 5.6347 0.7672 0.2894
No log 2 1238 0.5114 0.0156 6.2268 0.7672 0.2894
0.0134 3 1857 0.5262 0.0312 7.9864 0.8492 0.5263
0.0134 4 2476 0.3720 0.0625 9.5942 0.8787 0.5868
0.3224 5 3095 0.3131 0.125 13.1882 0.8896 0.6428
0.0257 6 3714 0.2965 0.25 20.0564 0.9040 0.6242
0.28 7 4333 0.2908 0.5 33.8166 0.8931 0.7616
0.2414 8.0 4952 0.2653 1.0 61.9556 0.9166 0.7512
0.2027 9.0 5571 0.2671 1.0 61.2309 0.9156 0.7645
0.1801 10.0 6190 0.2772 1.0 64.1174 0.9060 0.7749
0.166 11.0 6809 0.3143 1.0 61.4627 0.9093 0.7569
0.1185 12.0 7428 0.3713 1.0 61.1592 0.8965 0.7657

Framework versions

  • Transformers 4.57.0
  • Pytorch 2.8.0+cu128
  • Datasets 4.3.0
  • Tokenizers 0.22.1
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