3ee4e536378ff7ac1ed911ddf7b352b5

This model is a fine-tuned version of FacebookAI/roberta-large on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6307
  • Data Size: 1.0
  • Epoch Runtime: 42.1433
  • Accuracy: 0.6885
  • F1 Macro: 0.4078
  • Rouge1: 0.6895
  • Rouge2: 0.0
  • Rougel: 0.6885
  • Rougelsum: 0.6885

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 0.8659 0 1.9539 0.3115 0.2375 0.3105 0.0 0.3115 0.3115
No log 1 267 0.6213 0.0078 3.4720 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
No log 2 534 0.6386 0.0156 3.0432 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
No log 3 801 0.7067 0.0312 4.0733 0.3115 0.2375 0.3105 0.0 0.3115 0.3115
No log 4 1068 0.6201 0.0625 5.8955 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.0382 5 1335 0.6205 0.125 8.4156 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.6114 6 1602 0.6204 0.25 13.4348 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.6255 7 1869 0.6261 0.5 22.5591 0.6885 0.4078 0.6895 0.0 0.6885 0.6885
0.6073 8.0 2136 0.6307 1.0 42.1433 0.6885 0.4078 0.6895 0.0 0.6885 0.6885

Framework versions

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