flan-t5-xl-clickbait-spoilering
This model is a fine-tuned version of google/flan-t5-xl on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1774
- Rouge1: 0.4805
- Rouge2: 0.3398
- Rougel: 0.4696
- Bleu: 0.3462
- Gen Len: 24.2312
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: 0.0003
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Bleu | Gen Len |
---|---|---|---|---|---|---|---|---|
0.1299 | 1.0 | 3200 | 0.1556 | 0.3671 | 0.2366 | 0.3594 | 0.1378 | 41.9787 |
0.0869 | 2.0 | 6400 | 0.1367 | 0.4271 | 0.2860 | 0.4177 | 0.2620 | 23.4587 |
0.0594 | 3.0 | 9600 | 0.1442 | 0.4436 | 0.3015 | 0.4321 | 0.2795 | 24.6212 |
0.0196 | 4.0 | 12800 | 0.1555 | 0.4378 | 0.3007 | 0.4239 | 0.2425 | 32.0875 |
0.0186 | 5.0 | 16000 | 0.1655 | 0.4565 | 0.3164 | 0.4441 | 0.2904 | 26.15 |
0.0032 | 6.0 | 19200 | 0.1774 | 0.4805 | 0.3398 | 0.4696 | 0.3462 | 24.2312 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.1+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
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google/flan-t5-xl