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all_2490_bart-base

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

  • Loss: 1.0206
  • Rouge1: 0.2426
  • Rouge2: 0.1208
  • Rougel: 0.2025
  • Rougelsum: 0.2266
  • Gen Len: 19.9945

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: 32
  • eval_batch_size: 20
  • seed: 42
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 512
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
2.7151 0.8 500 1.1257 0.2361 0.1122 0.1955 0.2196 19.9978
1.0837 1.61 1000 1.0810 0.2401 0.1176 0.1997 0.2237 19.9953
1.0348 2.41 1500 1.0651 0.2401 0.1179 0.1999 0.2239 19.9957
1.0059 3.21 2000 1.0522 0.2402 0.1183 0.2001 0.2242 19.996
0.9855 4.02 2500 1.0439 0.2416 0.1197 0.2014 0.2257 19.9948
0.9642 4.82 3000 1.0361 0.2421 0.12 0.2019 0.2263 19.9936
0.9519 5.63 3500 1.0329 0.2415 0.1199 0.2016 0.2258 19.9948
0.9389 6.43 4000 1.0278 0.2424 0.1204 0.2022 0.2265 19.9942
0.9302 7.23 4500 1.0273 0.2422 0.1204 0.2022 0.2264 19.9943
0.9225 8.04 5000 1.0219 0.2421 0.1208 0.2023 0.2263 19.9946
0.9152 8.84 5500 1.0219 0.2429 0.1208 0.2027 0.227 19.9948
0.911 9.64 6000 1.0206 0.2426 0.1208 0.2025 0.2266 19.9945

Framework versions

  • Transformers 4.38.2
  • Pytorch 2.0.0+cu117
  • Datasets 2.18.0
  • Tokenizers 0.15.2
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