roberta-base_environmental_claims

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

  • Loss: 0.4015

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
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss
0.3333 1.0 133 0.4844
0.3429 2.0 266 0.4015
0.3122 3.0 399 0.6850
0.1914 4.0 532 0.6587
0.2417 5.0 665 0.5776
0.1458 6.0 798 0.6259
0.1755 7.0 931 0.6392
0.0664 8.0 1064 0.8447
0.0299 9.0 1197 0.7466
0.138 10.0 1330 0.6908
0.0935 11.0 1463 0.8548
0.0002 12.0 1596 0.7000
0.119 13.0 1729 1.2066
0.0001 14.0 1862 1.1844
0.0003 15.0 1995 0.7856
0.0001 16.0 2128 0.8803
0.0 17.0 2261 0.9005
0.0 18.0 2394 0.9338
0.0 19.0 2527 0.9946
0.1325 20.0 2660 0.7678
0.0001 21.0 2793 0.5737
0.0005 22.0 2926 1.0396
0.0855 23.0 3059 0.7681
0.0 24.0 3192 1.0212
0.0856 25.0 3325 1.0275
0.0 26.0 3458 0.7531
0.0 27.0 3591 0.7814
0.0 28.0 3724 0.8142
0.0 29.0 3857 1.4194
0.0 30.0 3990 1.1039
0.0 31.0 4123 1.2294
0.0 32.0 4256 1.1357
0.0 33.0 4389 0.9818
0.0 34.0 4522 0.9881
0.0 35.0 4655 0.9947
0.0 36.0 4788 1.0028
0.0 37.0 4921 1.0100
0.0 38.0 5054 1.0038
0.0 39.0 5187 1.0115
0.1009 40.0 5320 1.0044
0.0 41.0 5453 1.5468
0.1724 42.0 5586 1.0918
0.0 43.0 5719 1.4838
0.0 44.0 5852 1.3071
0.0 45.0 5985 1.3350
0.0 46.0 6118 1.3400
0.0 47.0 6251 1.3331
0.0 48.0 6384 1.3265
0.0 49.0 6517 1.2641
0.0 50.0 6650 1.2638

Framework versions

  • Transformers 4.44.2
  • Pytorch 2.5.0+cu121
  • Datasets 3.0.2
  • Tokenizers 0.19.1
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