552e5216acce97e29d37359ac5b1278a
This model is a fine-tuned version of studio-ousia/luke-large on the fancyzhx/dbpedia_14 dataset. It achieves the following results on the evaluation set:
- Loss: 2.6537
- Data Size: 0.5
- Epoch Runtime: 1544.1200
- Accuracy: 0.0714
- F1 Macro: 0.0095
- Rouge1: 0.0714
- Rouge2: 0.0
- Rougel: 0.0715
- Rougelsum: 0.0715
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: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro | Rouge1 | Rouge2 | Rougel | Rougelsum |
|---|---|---|---|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 2.6894 | 0 | 108.0134 | 0.0531 | 0.0134 | 0.0531 | 0.0 | 0.0532 | 0.0531 |
| 0.116 | 1 | 17500 | 0.0852 | 0.0078 | 131.1450 | 0.9825 | 0.9825 | 0.9825 | 0.0 | 0.9825 | 0.9825 |
| 0.0701 | 2 | 35000 | 0.1344 | 0.0156 | 155.0096 | 0.9779 | 0.9779 | 0.9779 | 0.0 | 0.9779 | 0.9779 |
| 0.0851 | 3 | 52500 | 0.0850 | 0.0312 | 198.7283 | 0.9854 | 0.9854 | 0.9855 | 0.0 | 0.9854 | 0.9854 |
| 0.163 | 4 | 70000 | 0.0961 | 0.0625 | 286.1871 | 0.9840 | 0.9839 | 0.9840 | 0.0 | 0.9840 | 0.9840 |
| 0.1108 | 5 | 87500 | 0.0957 | 0.125 | 468.1806 | 0.9854 | 0.9854 | 0.9854 | 0.0 | 0.9854 | 0.9855 |
| 1.9298 | 6 | 105000 | 2.4605 | 0.25 | 833.9617 | 0.1431 | 0.1041 | 0.1431 | 0.0 | 0.1430 | 0.1431 |
| 0.015 | 7 | 122500 | 2.6537 | 0.5 | 1544.1200 | 0.0714 | 0.0095 | 0.0714 | 0.0 | 0.0715 | 0.0715 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/552e5216acce97e29d37359ac5b1278a
Base model
studio-ousia/luke-large