26231ce1d6fce53dbcb025e5ecabfe23

This model is a fine-tuned version of albert/albert-xxlarge-v2 on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:

  • Loss: 3.0017
  • Data Size: 1.0
  • Epoch Runtime: 229.5108
  • Accuracy: 0.0491
  • F1 Macro: 0.0047

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 3.7882 0 17.9369 0.0565 0.0137
No log 1 499 3.1992 0.0078 19.7926 0.0680 0.0357
0.0351 2 998 3.0048 0.0156 21.5011 0.0479 0.0090
0.0546 3 1497 3.0042 0.0312 25.1468 0.0433 0.0063
0.1028 4 1996 3.0112 0.0625 31.7864 0.0517 0.0049
3.0091 5 2495 2.9996 0.125 44.9239 0.0517 0.0049
2.9993 6 2994 3.0049 0.25 71.1133 0.0423 0.0041
2.9992 7 3493 3.0074 0.5 124.0731 0.0449 0.0043
3.001 8.0 3992 2.9960 1.0 229.8546 0.0517 0.0049
3.0025 9.0 4491 3.0016 1.0 229.4948 0.0491 0.0047
2.9993 10.0 4990 3.0023 1.0 229.5445 0.0444 0.0042
3.0001 11.0 5489 2.9989 1.0 229.4635 0.0502 0.0048
2.9986 12.0 5988 3.0017 1.0 229.5108 0.0491 0.0047

Framework versions

  • Transformers 4.57.0
  • Pytorch 2.8.0+cu128
  • Datasets 4.0.0
  • Tokenizers 0.22.1
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