roberta-Reflections-goodareas-eval_FeedbackESConv5pp_CARE10pp-sweeps-current

This model is a fine-tuned version of FacebookAI/roberta-large on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4328
  • Accuracy: 0.8678
  • Precision: 0.4273
  • Recall: 0.5402
  • F1: 0.4772

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: 9.49118803819061e-06
  • train_batch_size: 32
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Accuracy Precision Recall F1
0.3453 1.0 80 0.2368 0.8845 0.4444 0.1379 0.2105
0.2686 2.0 160 0.1995 0.8883 0.0 0.0 0.0
0.2467 3.0 240 0.2582 0.8755 0.4561 0.5977 0.5174
0.2346 4.0 320 0.1663 0.9012 0.6923 0.2069 0.3186
0.2153 5.0 400 0.1441 0.9037 0.8 0.1839 0.2991
0.2003 6.0 480 0.2784 0.8267 0.3571 0.6897 0.4706
0.1806 7.0 560 0.1637 0.8999 0.5495 0.5747 0.5618
0.1477 8.0 640 0.2062 0.8639 0.4275 0.6437 0.5138
0.1234 9.0 720 0.2175 0.8626 0.4167 0.5747 0.4831
0.1116 10.0 800 0.1914 0.8845 0.4810 0.4368 0.4578
0.0959 11.0 880 0.3313 0.8485 0.3916 0.6437 0.4870
0.0933 12.0 960 0.3027 0.8575 0.4048 0.5862 0.4789
0.0796 13.0 1040 0.3267 0.8575 0.4032 0.5747 0.4739
0.0688 14.0 1120 0.2958 0.8819 0.4731 0.5057 0.4889
0.0723 15.0 1200 0.4122 0.8575 0.4032 0.5747 0.4739
0.048 16.0 1280 0.5274 0.8447 0.3851 0.6552 0.4851
0.0504 17.0 1360 0.5241 0.8562 0.4031 0.5977 0.4815
0.0353 18.0 1440 0.4845 0.8601 0.4098 0.5747 0.4785
0.0485 19.0 1520 0.5141 0.8562 0.4031 0.5977 0.4815
0.0481 20.0 1600 0.4328 0.8678 0.4273 0.5402 0.4772

Framework versions

  • Transformers 4.48.3
  • Pytorch 2.5.1+cu124
  • Datasets 2.21.0
  • Tokenizers 0.21.0
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