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flan-t5-base-gen-chat

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: 3.2310
  • Rouge 1: 9.4633
  • Rouge 2: 1.039
  • Rouge L: 8.7585
  • Avg Len: 12.3194
  • Bertscore Prec: 0.8624
  • Bertscore Rec: 0.8561
  • Bertscore F1: 0.8589

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: 16
  • eval_batch_size: 16
  • 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_ratio: 0.1
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss Rouge 1 Rouge 2 Rouge L Avg Len Bertscore Prec Bertscore Rec Bertscore F1
3.7376 0.5848 200 3.4194 7.4287 0.8472 6.9898 9.809 0.8633 0.8536 0.8581
3.4588 1.1696 400 3.3339 7.1926 0.8083 6.7158 9.6285 0.867 0.8546 0.8604
3.3367 1.7544 600 3.2864 8.7272 1.1167 8.0103 11.9792 0.8638 0.8565 0.8598
3.2902 2.3392 800 3.2639 8.5549 1.1047 7.9038 10.4861 0.8693 0.8558 0.8622
3.2053 2.9240 1000 3.2464 8.715 1.0443 8.0952 10.9375 0.8667 0.8558 0.8609
3.139 3.5088 1200 3.2420 9.1545 1.1215 8.4443 12.0035 0.8651 0.8571 0.8608
3.1294 4.0936 1400 3.2318 9.1819 1.0984 8.5163 11.9028 0.8634 0.8554 0.859
3.0969 4.6784 1600 3.2310 9.4633 1.039 8.7585 12.3194 0.8624 0.8561 0.8589

Framework versions

  • Transformers 4.48.3
  • Pytorch 2.6.0+cu124
  • Datasets 3.4.1
  • Tokenizers 0.21.1
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