t5-small-finetuned-xsum
This model is a fine-tuned version of t5-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.1208
- Rouge1: 36.9538
- Rouge2: 20.7839
- Rougel: 37.3871
- Rougelsum: 37.2811
- Gen Len: 18.8846
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: 2e-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: 20
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
---|---|---|---|---|---|---|---|---|
No log | 1.0 | 26 | 3.4305 | 23.5049 | 10.2407 | 21.4449 | 21.9379 | 19.0 |
No log | 2.0 | 52 | 3.1134 | 24.9063 | 11.6883 | 22.8747 | 23.4655 | 18.9615 |
No log | 3.0 | 78 | 2.8933 | 27.804 | 14.238 | 26.2818 | 26.6659 | 18.9615 |
No log | 4.0 | 104 | 2.7254 | 32.7867 | 18.1634 | 32.9538 | 32.9732 | 18.9231 |
No log | 5.0 | 130 | 2.6139 | 33.4273 | 18.5316 | 33.4935 | 33.5047 | 18.8462 |
No log | 6.0 | 156 | 2.5310 | 33.3767 | 18.518 | 33.4835 | 33.4465 | 18.8462 |
No log | 7.0 | 182 | 2.4648 | 34.8591 | 19.4604 | 35.0391 | 35.109 | 18.8462 |
No log | 8.0 | 208 | 2.4072 | 36.9403 | 20.5598 | 37.2531 | 37.3462 | 18.8462 |
No log | 9.0 | 234 | 2.3542 | 37.9145 | 21.2925 | 38.315 | 38.2661 | 18.8462 |
No log | 10.0 | 260 | 2.3046 | 37.9145 | 21.2925 | 38.315 | 38.2661 | 18.8462 |
No log | 11.0 | 286 | 2.2666 | 37.85 | 21.3084 | 38.1072 | 38.1338 | 18.8462 |
No log | 12.0 | 312 | 2.2340 | 37.85 | 21.4208 | 38.1072 | 38.1338 | 18.8462 |
No log | 13.0 | 338 | 2.2060 | 37.85 | 21.4208 | 38.1072 | 38.1338 | 18.8462 |
No log | 14.0 | 364 | 2.1830 | 37.8604 | 21.4465 | 38.1781 | 38.1837 | 18.8462 |
No log | 15.0 | 390 | 2.1646 | 37.8604 | 21.4465 | 38.1781 | 38.1837 | 18.8846 |
No log | 16.0 | 416 | 2.1500 | 36.9538 | 20.7839 | 37.3871 | 37.2811 | 18.8846 |
No log | 17.0 | 442 | 2.1359 | 36.9538 | 20.7839 | 37.3871 | 37.2811 | 18.8846 |
No log | 18.0 | 468 | 2.1278 | 36.9538 | 20.7839 | 37.3871 | 37.2811 | 18.8846 |
No log | 19.0 | 494 | 2.1227 | 36.9538 | 20.7839 | 37.3871 | 37.2811 | 18.8846 |
2.6902 | 20.0 | 520 | 2.1208 | 36.9538 | 20.7839 | 37.3871 | 37.2811 | 18.8846 |
Framework versions
- Transformers 4.36.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.15.0
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Base model
google-t5/t5-small