XLM-RoBERTa-CERED2

This model is a fine-tuned version of xlm-roberta-large on the generator dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7446
  • Accuracy: 0.9110
  • Micro Precision: 0.9110
  • Micro Recall: 0.9110
  • Micro F1: 0.9110
  • Macro Precision: 0.8893
  • Macro Recall: 0.8770
  • Macro F1: 0.8811

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: 1e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_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: linear
  • lr_scheduler_warmup_steps: 1000
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Accuracy Micro Precision Micro Recall Micro F1 Macro Precision Macro Recall Macro F1
0.4246 1.0000 11305 0.3776 0.8833 0.8833 0.8833 0.8833 0.8622 0.8284 0.8348
0.3405 2.0 22611 0.3563 0.8961 0.8961 0.8961 0.8961 0.8697 0.8513 0.8531
0.2425 3.0000 33916 0.3564 0.9023 0.9023 0.9023 0.9023 0.8772 0.8558 0.8612
0.1848 4.0 45222 0.3728 0.9106 0.9106 0.9106 0.9106 0.8898 0.8704 0.8760
0.1417 5.0000 56527 0.4166 0.9085 0.9085 0.9085 0.9085 0.8765 0.8745 0.8723
0.1072 6.0 67833 0.4911 0.9080 0.9080 0.9080 0.9080 0.8787 0.8729 0.8717
0.0745 7.0000 79138 0.5872 0.9079 0.9079 0.9079 0.9079 0.8759 0.8748 0.8715
0.0522 8.0 90444 0.6573 0.9086 0.9086 0.9086 0.9086 0.8801 0.8795 0.8765
0.0323 9.0000 101749 0.7126 0.9107 0.9107 0.9107 0.9107 0.8810 0.8795 0.8768
0.0237 9.9996 113050 0.7395 0.9109 0.9109 0.9109 0.9109 0.8806 0.8822 0.8779

Framework versions

  • Transformers 4.46.2
  • Pytorch 2.5.1+cu124
  • Datasets 3.1.0
  • Tokenizers 0.20.3
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