XLM-RoBERTa-CERED3

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: 0.7170
  • Accuracy: 0.8504
  • Micro Precision: 0.8504
  • Micro Recall: 0.8504
  • Micro F1: 0.8504
  • Macro Precision: 0.8385
  • Macro Recall: 0.8215
  • Macro F1: 0.8214

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
0.7716 1.0 4758 0.6650 0.8018 0.8018 0.8018 0.8018 0.7651 0.7657 0.7439
0.6058 2.0 9516 0.5986 0.8134 0.8134 0.8134 0.8134 0.7845 0.7729 0.7606
0.5039 3.0 14274 0.5782 0.8302 0.8302 0.8302 0.8302 0.8169 0.7916 0.7843
0.4162 4.0 19032 0.5908 0.8359 0.8359 0.8359 0.8359 0.8184 0.8019 0.7983
0.3485 5.0 23790 0.5714 0.8431 0.8431 0.8431 0.8431 0.8218 0.7982 0.7977
0.2865 6.0 28548 0.5836 0.8516 0.8516 0.8516 0.8516 0.8207 0.8194 0.8118
0.2435 7.0 33306 0.6007 0.8523 0.8523 0.8523 0.8523 0.8335 0.8279 0.8213
0.2088 8.0 38064 0.6433 0.8520 0.8520 0.8520 0.8520 0.8274 0.8232 0.8155
0.164 9.0 42822 0.6642 0.8503 0.8503 0.8503 0.8503 0.8261 0.8221 0.8140
0.1369 10.0 47580 0.6762 0.8537 0.8537 0.8537 0.8537 0.8333 0.8271 0.8217

Framework versions

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