flan-t5-base-tobacco-vaping-sentiment

This model is a fine-tuned version of google/flan-t5-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0042
  • F1: 99.8333
  • Gen Len: 2.3317

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: 0.0003
  • 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
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss F1 Gen Len
0.014 1.0 675 0.0119 99.6662 2.335
0.0065 2.0 1350 0.0042 99.8333 2.3317
0.0 3.0 2025 0.0017 99.8333 2.3317
0.0 4.0 2700 0.0017 99.8333 2.3317
0.0 5.0 3375 0.0017 99.8333 2.3317

Framework versions

  • Transformers 4.42.4
  • Pytorch 1.12.1+cu116
  • Datasets 2.20.0
  • Tokenizers 0.19.1
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