fcbecc6d81cf2bab82864810604f6b57

This model is a fine-tuned version of openai-community/gpt2-xl on the nyu-mll/glue [mnli] dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7080
  • Data Size: 1.0
  • Epoch Runtime: 3303.9896
  • Accuracy: 0.8028
  • F1 Macro: 0.8029
  • Rouge1: 0.8027
  • Rouge2: 0.0
  • Rougel: 0.8028
  • Rougelsum: 0.8027

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 Rouge1 Rouge2 Rougel Rougelsum
No log 0 0 1.1737 0 27.9329 0.3439 0.2808 0.3435 0.0 0.3438 0.3440
1.0046 1 12271 0.6957 0.0078 54.1598 0.7116 0.7119 0.7116 0.0 0.7118 0.7119
0.6586 2 24542 0.5895 0.0156 81.5933 0.7597 0.7597 0.7599 0.0 0.7597 0.7598
0.5868 3 36813 0.5331 0.0312 134.6484 0.7857 0.7836 0.7856 0.0 0.7858 0.7856
0.5504 4 49084 0.5104 0.0625 235.4530 0.7913 0.7917 0.7913 0.0 0.7913 0.7912
0.5119 5 61355 0.5149 0.125 439.6727 0.7926 0.7916 0.7924 0.0 0.7928 0.7928
0.5064 6 73626 0.5197 0.25 850.4059 0.7987 0.7983 0.7986 0.0 0.7987 0.7986
0.4213 7 85897 0.5078 0.5 1674.6778 0.8028 0.8019 0.8026 0.0 0.8028 0.8029
0.3938 8.0 98168 0.5165 1.0 3305.2754 0.8038 0.8044 0.8036 0.0 0.8039 0.8038
0.2647 9.0 110439 0.5350 1.0 3422.1590 0.8118 0.8104 0.8116 0.0 0.8119 0.8119
0.2338 10.0 122710 0.5871 1.0 3369.2638 0.8067 0.8054 0.8068 0.0 0.8065 0.8069
0.1867 11.0 134981 0.7080 1.0 3303.9896 0.8028 0.8029 0.8027 0.0 0.8028 0.8027

Framework versions

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