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curated-gender-equality-ordinal-weighted

This model is a fine-tuned version of alex-miller/ODABert on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1956
  • Accuracy: 0.9603
  • F1: 0.9485
  • Precision: 0.9288
  • Recall: 0.9690

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: 1e-06
  • train_batch_size: 24
  • eval_batch_size: 24
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
0.653 1.0 342 0.4418 0.7789 0.7700 0.6341 0.9800
0.3746 2.0 684 0.3035 0.9164 0.8967 0.8403 0.9613
0.2861 3.0 1026 0.2572 0.9425 0.9268 0.8919 0.9645
0.2451 4.0 1368 0.2372 0.9449 0.9297 0.8968 0.9651
0.2205 5.0 1710 0.2252 0.9483 0.9340 0.9020 0.9684
0.2019 6.0 2052 0.2159 0.9488 0.9347 0.9021 0.9697
0.1881 7.0 2394 0.2091 0.9520 0.9384 0.9102 0.9684
0.1762 8.0 2736 0.2035 0.9551 0.9422 0.9174 0.9684
0.1699 9.0 3078 0.2052 0.9534 0.9402 0.9125 0.9697
0.1572 10.0 3420 0.1975 0.9576 0.9452 0.9226 0.9690
0.1502 11.0 3762 0.1997 0.9576 0.9452 0.9220 0.9697
0.1451 12.0 4104 0.1934 0.9600 0.9481 0.9293 0.9677
0.1406 13.0 4446 0.1994 0.9569 0.9444 0.9198 0.9703
0.1375 14.0 4788 0.1912 0.9612 0.9497 0.9311 0.9690
0.1321 15.0 5130 0.1943 0.9600 0.9482 0.9288 0.9684
0.1275 16.0 5472 0.1974 0.9603 0.9485 0.9288 0.9690
0.1269 17.0 5814 0.1928 0.9610 0.9493 0.9316 0.9677
0.1264 18.0 6156 0.1924 0.9617 0.9502 0.9334 0.9677
0.1244 19.0 6498 0.1951 0.9605 0.9488 0.9294 0.9690
0.1195 20.0 6840 0.1956 0.9603 0.9485 0.9288 0.9690

Framework versions

  • Transformers 4.42.4
  • Pytorch 2.4.0+cu121
  • Datasets 2.21.0
  • Tokenizers 0.19.1
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