141f720aca0f88402afbf21900be46d5

This model is a fine-tuned version of albert/albert-large-v1 on the nyu-mll/glue dataset. It achieves the following results on the evaluation set:

  • Loss: 1.1025
  • Data Size: 1.0
  • Epoch Runtime: 703.7118
  • Accuracy: 0.3273
  • F1 Macro: 0.1644
  • Rouge1: 0.3273
  • Rouge2: 0.0
  • Rougel: 0.3275
  • Rougelsum: 0.3277

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 1.1472 0 5.7678 0.3432 0.2628 0.3431 0.0 0.3432 0.3430
1.143 1 12271 1.1480 0.0078 11.5120 0.3182 0.1609 0.3184 0.0 0.3182 0.3183
1.124 2 24542 1.0997 0.0156 16.6570 0.3545 0.1745 0.3544 0.0 0.3545 0.3543
1.1149 3 36813 1.1045 0.0312 27.8207 0.3545 0.1745 0.3544 0.0 0.3545 0.3543
1.1048 4 49084 1.0994 0.0625 49.8265 0.3545 0.1745 0.3544 0.0 0.3545 0.3543
1.1036 5 61355 1.0965 0.125 91.5725 0.3545 0.1745 0.3544 0.0 0.3545 0.3543
1.0995 6 73626 1.1041 0.25 180.5026 0.3182 0.1609 0.3184 0.0 0.3182 0.3183
1.1003 7 85897 1.0987 0.5 348.2170 0.3545 0.1745 0.3544 0.0 0.3545 0.3543
1.0992 8.0 98168 1.0984 1.0 688.3352 0.3545 0.1745 0.3544 0.0 0.3545 0.3543
1.0995 9.0 110439 1.1025 1.0 703.7118 0.3273 0.1644 0.3273 0.0 0.3275 0.3277

Framework versions

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