f67ea2ac8487bb64cd44a7b4efe7d7e8
This model is a fine-tuned version of google-bert/bert-base-german-dbmdz-uncased on the contemmcm/trec dataset. It achieves the following results on the evaluation set:
- Loss: 0.3215
- Data Size: 1.0
- Epoch Runtime: 9.5941
- Accuracy: 0.9375
- F1 Macro: 0.9378
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 |
|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 1.8343 | 0 | 0.7751 | 0.1562 | 0.1086 |
| No log | 1 | 170 | 1.8710 | 0.0078 | 1.1270 | 0.1354 | 0.0932 |
| No log | 2 | 340 | 1.8197 | 0.0156 | 1.0794 | 0.1792 | 0.1015 |
| No log | 3 | 510 | 1.5744 | 0.0312 | 1.3060 | 0.4042 | 0.2039 |
| No log | 4 | 680 | 0.9092 | 0.0625 | 1.6204 | 0.7542 | 0.6249 |
| 0.0733 | 5 | 850 | 0.4362 | 0.125 | 2.3236 | 0.8562 | 0.7235 |
| 0.0733 | 6 | 1020 | 0.3001 | 0.25 | 3.2927 | 0.9125 | 0.7626 |
| 0.3652 | 7 | 1190 | 0.2181 | 0.5 | 5.3010 | 0.9417 | 0.9290 |
| 0.2682 | 8.0 | 1360 | 0.2213 | 1.0 | 9.5133 | 0.9396 | 0.9173 |
| 0.1532 | 9.0 | 1530 | 0.2764 | 1.0 | 9.6768 | 0.9354 | 0.9326 |
| 0.0988 | 10.0 | 1700 | 0.3746 | 1.0 | 9.9725 | 0.9167 | 0.9059 |
| 0.0749 | 11.0 | 1870 | 0.3215 | 1.0 | 9.5941 | 0.9375 | 0.9378 |
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/f67ea2ac8487bb64cd44a7b4efe7d7e8
Base model
google-bert/bert-base-german-dbmdz-uncased