Finetune_XLM_R_base_QA_NEW

This model is a fine-tuned version of FacebookAI/xlm-roberta-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.5708
  • Exact: 65.6004
  • F1: 74.4082
  • Total: 3814
  • Hasans Exact: 65.6004
  • Hasans F1: 74.4082
  • Hasans Total: 3814
  • Best Exact: 65.6004
  • Best Exact Thresh: 0.0
  • Best F1: 74.4082
  • Best F1 Thresh: 0.0

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: 2e-05
  • train_batch_size: 64
  • eval_batch_size: 64
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 128
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Exact F1 Total Hasans Exact Hasans F1 Hasans Total Best Exact Best Exact Thresh Best F1 Best F1 Thresh
1.9984 1.0 214 1.9037 59.5700 70.4638 3814 59.5700 70.4638 3814 59.5700 0.0 70.4638 0.0
1.5927 2.0 428 1.6175 63.1883 72.4873 3814 63.1883 72.4873 3814 63.1883 0.0 72.4873 0.0
1.4047 3.0 642 1.5775 66.3083 76.8255 3814 66.3083 76.8255 3814 66.3083 0.0 76.8255 0.0
1.2589 4.0 856 1.5762 68.9827 79.8908 3814 68.9827 79.8908 3814 68.9827 0.0 79.8908 0.0
1.1412 5.0 1070 1.5405 68.2223 78.0453 3814 68.2223 78.0453 3814 68.2223 0.0 78.0453 0.0
1.0846 6.0 1284 1.5708 65.6004 74.4082 3814 65.6004 74.4082 3814 65.6004 0.0 74.4082 0.0

Framework versions

  • Transformers 4.51.3
  • Pytorch 2.6.0+cu124
  • Datasets 3.6.0
  • Tokenizers 0.21.1
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