t5_recommendation_sports_equipment_english
This model is a fine-tuned version of t5-large on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4968
- Rouge1: 69.8413
- Rouge2: 61.9048
- Rougel: 69.8413
- Rougelsum: 70.2381
- Gen Len: 4.2381
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: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
---|---|---|---|---|---|---|---|---|
No log | 0.96 | 6 | 7.0208 | 13.5224 | 1.8519 | 13.7870 | 13.5032 | 18.7143 |
No log | 1.92 | 12 | 1.8113 | 20.4762 | 14.2857 | 20.4762 | 20.9524 | 3.6667 |
No log | 2.88 | 18 | 0.7760 | 23.8095 | 4.7619 | 23.3333 | 23.3333 | 4.1429 |
No log | 4.0 | 25 | 0.5784 | 38.4127 | 23.8095 | 38.8889 | 39.9206 | 4.0476 |
No log | 4.96 | 31 | 0.5181 | 54.1270 | 42.8571 | 54.8413 | 54.6825 | 3.9524 |
No log | 5.92 | 37 | 0.4786 | 62.6984 | 52.3810 | 62.6984 | 62.6984 | 3.9048 |
No log | 6.88 | 43 | 0.4605 | 64.2857 | 52.3810 | 64.6032 | 64.6032 | 4.2857 |
No log | 8.0 | 50 | 0.6243 | 67.4603 | 57.1429 | 67.4603 | 67.4603 | 4.3810 |
No log | 8.96 | 56 | 0.5484 | 64.2857 | 57.1429 | 65.0794 | 65.0794 | 4.1429 |
No log | 9.6 | 60 | 0.4968 | 69.8413 | 61.9048 | 69.8413 | 70.2381 | 4.2381 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
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Base model
google-t5/t5-large