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furina_seed42_eng_kin_amh_roman

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

  • Loss: 0.0284
  • Spearman Corr: 0.7771

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: 2e-05
  • train_batch_size: 32
  • eval_batch_size: 128
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 30
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Spearman Corr
No log 0.65 200 0.0373 0.5747
No log 1.3 400 0.0297 0.6851
No log 1.95 600 0.0311 0.7236
0.0545 2.61 800 0.0305 0.7322
0.0545 3.26 1000 0.0281 0.7496
0.0545 3.91 1200 0.0278 0.7582
0.0208 4.56 1400 0.0278 0.7528
0.0208 5.21 1600 0.0238 0.7556
0.0208 5.86 1800 0.0235 0.7631
0.0143 6.51 2000 0.0245 0.7634
0.0143 7.17 2200 0.0243 0.7619
0.0143 7.82 2400 0.0242 0.7651
0.0102 8.47 2600 0.0257 0.7645
0.0102 9.12 2800 0.0271 0.7713
0.0102 9.77 3000 0.0255 0.7661
0.0079 10.42 3200 0.0218 0.7720
0.0079 11.07 3400 0.0250 0.7658
0.0079 11.73 3600 0.0266 0.7628
0.0064 12.38 3800 0.0267 0.7657
0.0064 13.03 4000 0.0261 0.7680
0.0064 13.68 4200 0.0232 0.7720
0.0055 14.33 4400 0.0256 0.7737
0.0055 14.98 4600 0.0237 0.7736
0.0055 15.64 4800 0.0284 0.7771

Framework versions

  • Transformers 4.37.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.17.0
  • Tokenizers 0.15.1
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