741f73439c2dfa8d05bace436d284154
This model is a fine-tuned version of facebook/opt-125m on the contemmcm/trec dataset. It achieves the following results on the evaluation set:
- Loss: 0.3158
- Data Size: 1.0
- Epoch Runtime: 13.0821
- Accuracy: 0.9479
- F1 Macro: 0.9352
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 | 1.9194 | 0 | 1.2057 | 0.1292 | 0.0870 |
| No log | 1 | 170 | 1.5633 | 0.0078 | 1.4298 | 0.4313 | 0.2455 |
| No log | 2 | 340 | 1.2538 | 0.0156 | 1.2709 | 0.5813 | 0.4299 |
| No log | 3 | 510 | 0.5704 | 0.0312 | 1.6920 | 0.8125 | 0.6968 |
| No log | 4 | 680 | 0.2417 | 0.0625 | 1.9839 | 0.9354 | 0.9234 |
| 0.0372 | 5 | 850 | 0.2498 | 0.125 | 2.9048 | 0.9167 | 0.9020 |
| 0.0372 | 6 | 1020 | 0.1981 | 0.25 | 4.3300 | 0.95 | 0.9237 |
| 0.2046 | 7 | 1190 | 0.2539 | 0.5 | 7.2602 | 0.9062 | 0.9154 |
| 0.1463 | 8.0 | 1360 | 0.1276 | 1.0 | 13.4284 | 0.9688 | 0.9736 |
| 0.0864 | 9.0 | 1530 | 0.1417 | 1.0 | 13.1737 | 0.975 | 0.9616 |
| 0.0671 | 10.0 | 1700 | 0.2472 | 1.0 | 13.1137 | 0.95 | 0.9559 |
| 0.0201 | 11.0 | 1870 | 0.2529 | 1.0 | 13.2263 | 0.9563 | 0.9429 |
| 0.0262 | 12.0 | 2040 | 0.3158 | 1.0 | 13.0821 | 0.9479 | 0.9352 |
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/741f73439c2dfa8d05bace436d284154
Base model
facebook/opt-125m