phobert-human-tl-seed-1337

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

  • Loss: 0.4534
  • Accuracy: 0.8394
  • Precision: 0.6550
  • Recall: 0.4705
  • F1: 0.4951

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: 0.0001
  • train_batch_size: 64
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Accuracy Precision Recall F1
No log 1.0 346 0.5156 0.8237 0.5296 0.3491 0.3313
0.5885 2.0 692 0.4706 0.8316 0.6120 0.4056 0.4188
0.4669 3.0 1038 0.4642 0.8323 0.6244 0.4044 0.4196
0.4669 4.0 1384 0.4664 0.8365 0.6932 0.4151 0.4351
0.4617 5.0 1730 0.4633 0.8361 0.6690 0.4145 0.4366
0.4579 6.0 2076 0.4603 0.8365 0.6619 0.4273 0.4483
0.4579 7.0 2422 0.4622 0.8365 0.6839 0.4147 0.4373
0.4554 8.0 2768 0.4528 0.8394 0.6474 0.4414 0.4654
0.4544 9.0 3114 0.4597 0.8338 0.6444 0.4071 0.4271
0.4544 10.0 3460 0.4606 0.8338 0.6544 0.4356 0.4510
0.4587 11.0 3806 0.4589 0.8353 0.6548 0.4105 0.4342
0.4488 12.0 4152 0.4534 0.8394 0.6550 0.4705 0.4951
0.4488 13.0 4498 0.4554 0.8361 0.6420 0.4216 0.4483
0.4575 14.0 4844 0.4562 0.8353 0.6472 0.4113 0.4332
0.4491 15.0 5190 0.4593 0.8338 0.6609 0.4020 0.4219
0.4586 16.0 5536 0.4665 0.8327 0.6580 0.3987 0.4161
0.4586 17.0 5882 0.4514 0.8383 0.6232 0.4356 0.4603

Framework versions

  • Transformers 4.51.1
  • Pytorch 2.5.1+cu124
  • Datasets 3.5.0
  • Tokenizers 0.21.0
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