3ee4e536378ff7ac1ed911ddf7b352b5
This model is a fine-tuned version of FacebookAI/roberta-large on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:
- Loss: 0.6307
- Data Size: 1.0
- Epoch Runtime: 42.1433
- Accuracy: 0.6885
- F1 Macro: 0.4078
- Rouge1: 0.6895
- Rouge2: 0.0
- Rougel: 0.6885
- Rougelsum: 0.6885
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 | 0.8659 | 0 | 1.9539 | 0.3115 | 0.2375 | 0.3105 | 0.0 | 0.3115 | 0.3115 |
| No log | 1 | 267 | 0.6213 | 0.0078 | 3.4720 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| No log | 2 | 534 | 0.6386 | 0.0156 | 3.0432 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| No log | 3 | 801 | 0.7067 | 0.0312 | 4.0733 | 0.3115 | 0.2375 | 0.3105 | 0.0 | 0.3115 | 0.3115 |
| No log | 4 | 1068 | 0.6201 | 0.0625 | 5.8955 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.0382 | 5 | 1335 | 0.6205 | 0.125 | 8.4156 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.6114 | 6 | 1602 | 0.6204 | 0.25 | 13.4348 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.6255 | 7 | 1869 | 0.6261 | 0.5 | 22.5591 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.6073 | 8.0 | 2136 | 0.6307 | 1.0 | 42.1433 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
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/3ee4e536378ff7ac1ed911ddf7b352b5
Base model
FacebookAI/roberta-large