b3ff764e061a7f5ed8ba076715d53a60
This model is a fine-tuned version of openai-community/gpt2-medium on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:
- Loss: 1.2022
- Data Size: 1.0
- Epoch Runtime: 39.3126
- Accuracy: 0.7783
- F1 Macro: 0.6985
- Rouge1: 0.7783
- Rouge2: 0.0
- Rougel: 0.7773
- Rougelsum: 0.7783
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 | 6.9971 | 0 | 2.2560 | 0.6885 | 0.4108 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| No log | 1 | 267 | 1.3931 | 0.0078 | 2.6884 | 0.6006 | 0.5402 | 0.6016 | 0.0 | 0.6006 | 0.6006 |
| No log | 2 | 534 | 0.8726 | 0.0156 | 3.2968 | 0.6328 | 0.5468 | 0.6328 | 0.0 | 0.6318 | 0.6328 |
| No log | 3 | 801 | 0.9646 | 0.0312 | 4.3321 | 0.6885 | 0.4137 | 0.6895 | 0.0 | 0.6895 | 0.6895 |
| No log | 4 | 1068 | 0.6509 | 0.0625 | 5.7832 | 0.6924 | 0.4211 | 0.6934 | 0.0 | 0.6924 | 0.6924 |
| 0.0558 | 5 | 1335 | 0.9177 | 0.125 | 8.5274 | 0.6865 | 0.4071 | 0.6875 | 0.0 | 0.6865 | 0.6865 |
| 0.5915 | 6 | 1602 | 0.8271 | 0.25 | 13.1586 | 0.6982 | 0.4433 | 0.6982 | 0.0 | 0.6982 | 0.6982 |
| 0.5018 | 7 | 1869 | 0.7042 | 0.5 | 22.1718 | 0.7305 | 0.5541 | 0.7310 | 0.0 | 0.7314 | 0.7305 |
| 0.407 | 8.0 | 2136 | 0.5059 | 1.0 | 39.3019 | 0.7852 | 0.7089 | 0.7842 | 0.0 | 0.7852 | 0.7847 |
| 0.248 | 9.0 | 2403 | 0.7009 | 1.0 | 38.6571 | 0.7832 | 0.6916 | 0.7832 | 0.0 | 0.7832 | 0.7832 |
| 0.199 | 10.0 | 2670 | 0.7691 | 1.0 | 40.4511 | 0.7783 | 0.7114 | 0.7783 | 0.0 | 0.7783 | 0.7783 |
| 0.1354 | 11.0 | 2937 | 0.8919 | 1.0 | 39.4557 | 0.7822 | 0.7158 | 0.7812 | 0.0 | 0.7822 | 0.7822 |
| 0.125 | 12.0 | 3204 | 1.2022 | 1.0 | 39.3126 | 0.7783 | 0.6985 | 0.7783 | 0.0 | 0.7773 | 0.7783 |
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/b3ff764e061a7f5ed8ba076715d53a60
Base model
openai-community/gpt2-medium