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: 0.3870
- Rouge1: 62.6984
- Rouge2: 57.1429
- Rougel: 62.6984
- Rougelsum: 62.6984
- Gen Len: 4.0476
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 | 13.3733 | 1.8519 | 13.7691 | 13.6567 | 18.7143 |
No log | 1.92 | 12 | 1.8113 | 20.4762 | 14.2857 | 20.4762 | 20.9524 | 3.6667 |
No log | 2.88 | 18 | 0.6189 | 26.9841 | 9.5238 | 26.9841 | 26.9841 | 3.7143 |
No log | 4.0 | 25 | 0.4762 | 46.4286 | 33.3333 | 46.8254 | 46.0317 | 3.9524 |
No log | 4.96 | 31 | 0.5373 | 57.7778 | 47.6190 | 57.9365 | 57.4603 | 4.0 |
No log | 5.92 | 37 | 0.4113 | 62.6984 | 57.1429 | 63.4921 | 62.6984 | 3.8571 |
No log | 6.88 | 43 | 0.4039 | 62.6984 | 57.1429 | 62.6984 | 62.6984 | 4.0952 |
No log | 8.0 | 50 | 0.4728 | 62.6984 | 57.1429 | 62.6984 | 62.6984 | 4.0476 |
No log | 8.96 | 56 | 0.4161 | 62.6984 | 57.1429 | 62.6984 | 62.6984 | 4.0476 |
No log | 9.6 | 60 | 0.3870 | 62.6984 | 57.1429 | 62.6984 | 62.6984 | 4.0476 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
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Base model
google-t5/t5-large