26231ce1d6fce53dbcb025e5ecabfe23
This model is a fine-tuned version of albert/albert-xxlarge-v2 on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 3.0017
- Data Size: 1.0
- Epoch Runtime: 229.5108
- Accuracy: 0.0491
- F1 Macro: 0.0047
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 | 3.7882 | 0 | 17.9369 | 0.0565 | 0.0137 |
| No log | 1 | 499 | 3.1992 | 0.0078 | 19.7926 | 0.0680 | 0.0357 |
| 0.0351 | 2 | 998 | 3.0048 | 0.0156 | 21.5011 | 0.0479 | 0.0090 |
| 0.0546 | 3 | 1497 | 3.0042 | 0.0312 | 25.1468 | 0.0433 | 0.0063 |
| 0.1028 | 4 | 1996 | 3.0112 | 0.0625 | 31.7864 | 0.0517 | 0.0049 |
| 3.0091 | 5 | 2495 | 2.9996 | 0.125 | 44.9239 | 0.0517 | 0.0049 |
| 2.9993 | 6 | 2994 | 3.0049 | 0.25 | 71.1133 | 0.0423 | 0.0041 |
| 2.9992 | 7 | 3493 | 3.0074 | 0.5 | 124.0731 | 0.0449 | 0.0043 |
| 3.001 | 8.0 | 3992 | 2.9960 | 1.0 | 229.8546 | 0.0517 | 0.0049 |
| 3.0025 | 9.0 | 4491 | 3.0016 | 1.0 | 229.4948 | 0.0491 | 0.0047 |
| 2.9993 | 10.0 | 4990 | 3.0023 | 1.0 | 229.5445 | 0.0444 | 0.0042 |
| 3.0001 | 11.0 | 5489 | 2.9989 | 1.0 | 229.4635 | 0.0502 | 0.0048 |
| 2.9986 | 12.0 | 5988 | 3.0017 | 1.0 | 229.5108 | 0.0491 | 0.0047 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.1
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Model tree for contemmcm/26231ce1d6fce53dbcb025e5ecabfe23
Base model
albert/albert-xxlarge-v2