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synpre_mix_v1_1M_t5-small

This model is a fine-tuned version of t5-small on the tyzhu/synpre_mix_v1_1M dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0410
  • Bleu: 96.6156
  • Gen Len: 77.3534

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: 128
  • eval_batch_size: 128
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: constant_with_warmup
  • lr_scheduler_warmup_steps: 10000
  • training_steps: 80000

Training results

Training Loss Epoch Step Validation Loss Bleu Gen Len
9.4619 0.64 5000 9.3641 0.1465 180.5239
9.0544 1.28 10000 8.9063 1.0907 62.4499
7.7965 1.92 15000 6.9912 3.0144 42.4833
0.5652 2.56 20000 0.2051 80.5252 86.4282
0.0696 3.2 25000 0.0410 96.6156 77.3534

Framework versions

  • Transformers 4.34.0
  • Pytorch 2.1.0+cu121
  • Datasets 2.14.5
  • Tokenizers 0.14.1
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Finetuned from

Dataset used to train tyzhu/synpre_mix_v1_1M_t5-small

Evaluation results