bf09ed6dcff722bf2b60a7c4160452d5

This model is a fine-tuned version of mistralai/Mistral-7B-v0.3 on the contemmcm/hate-speech-and-offensive-language dataset. It achieves the following results on the evaluation set:

  • Loss: 3.0826
  • Data Size: 1.0
  • Epoch Runtime: 295.5108
  • Accuracy: 0.8730
  • F1 Macro: 0.6522

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 13.1030 0 15.3747 0.5353 0.2975
No log 1 619 8.6099 0.0078 17.4433 0.7672 0.2894
No log 2 1238 181.5505 0.0156 28.5528 0.7672 0.2894
1.8203 3 1857 8.5407 0.0312 41.2820 0.7672 0.2894
1.8203 4 2476 2.7084 0.0625 55.6403 0.7672 0.2894
3.9572 5 3095 2.7772 0.125 82.1349 0.7672 0.2894
0.32 6 3714 2.7825 0.25 102.2462 0.7672 0.2894
3.2022 7 4333 3.2314 0.5 169.1481 0.7672 0.2894
2.0776 8.0 4952 2.5859 1.0 306.8362 0.8186 0.5272
1.5467 9.0 5571 2.0698 1.0 295.9400 0.8245 0.6552
1.4369 10.0 6190 1.5247 1.0 295.4893 0.8841 0.5966
1.5503 11.0 6809 2.3312 1.0 295.1347 0.8744 0.5665
1.2179 12.0 7428 2.1589 1.0 295.5937 0.8817 0.6227
0.6858 13.0 8047 4.0356 1.0 295.6142 0.8776 0.6510
0.9345 14.0 8666 3.0826 1.0 295.5108 0.8730 0.6522

Framework versions

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