flanT5-description-generation

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

  • Loss: 0.3688
  • Rouge1: 6.3055
  • Rouge2: 5.5351
  • Rougel: 5.9301
  • Rougelsum: 5.9371
  • Gen Len: 4.6041

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
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
No log 1.0 99 3.9741 7.1174 6.3701 6.7345 6.7347 2.4264
No log 2.0 198 1.6340 7.0189 6.2738 6.6359 6.6379 2.6142
No log 3.0 297 0.7071 6.887 6.1128 6.512 6.515 3.0406
No log 4.0 396 0.4279 6.0645 5.1995 5.6723 5.6926 5.5787
No log 5.0 495 0.3688 6.3055 5.5351 5.9301 5.9371 4.6041

Framework versions

  • Transformers 4.34.1
  • Pytorch 2.1.0+cu118
  • Datasets 2.14.6
  • Tokenizers 0.14.1
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