sandwich-v-small
This model is a fine-tuned version of GliteTech/wordnet-network-predictor on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3405
- Precision: 0.3118
- Recall: 0.6858
- F1: 0.4287
- Accuracy: 0.8589
- Matthews Correlation: 0.3975
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: 1e-05
- train_batch_size: 64
- eval_batch_size: 64
- seed: 42
- gradient_accumulation_steps: 5
- total_train_batch_size: 320
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy | Matthews Correlation |
|---|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 0.5995 | 0.2523 | 0.0912 | 0.1340 | 0.9090 | 0.1112 |
| 1.4138 | 1.0 | 2124 | 0.3289 | 0.2803 | 0.6554 | 0.3927 | 0.8435 | 0.3572 |
| 1.2176 | 2.0 | 4248 | 0.3798 | 0.2690 | 0.7162 | 0.3911 | 0.8279 | 0.3655 |
| 1.1264 | 3.0 | 6372 | 0.3334 | 0.2967 | 0.6926 | 0.4154 | 0.8495 | 0.3855 |
| 1.0381 | 4.0 | 8496 | 0.3368 | 0.3012 | 0.6959 | 0.4204 | 0.8519 | 0.3910 |
| 0.9669 | 5.0 | 10620 | 0.3698 | 0.2950 | 0.7534 | 0.4240 | 0.8419 | 0.4043 |
| 0.9284 | 6.0 | 12744 | 0.3361 | 0.2976 | 0.6757 | 0.4132 | 0.8519 | 0.3807 |
| 0.8841 | 7.0 | 14868 | 0.3272 | 0.3126 | 0.6622 | 0.4247 | 0.8615 | 0.3900 |
| 0.8727 | 8.0 | 16992 | 0.3345 | 0.3181 | 0.6824 | 0.4339 | 0.8625 | 0.4021 |
| 0.8364 | 9.0 | 19116 | 0.3383 | 0.3132 | 0.6824 | 0.4293 | 0.8599 | 0.3976 |
| 0.8264 | 10.0 | 21240 | 0.3405 | 0.3118 | 0.6858 | 0.4287 | 0.8589 | 0.3975 |
Framework versions
- Transformers 5.3.0
- Pytorch 2.10.0+cu128
- Datasets 4.5.0
- Tokenizers 0.22.2
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Model tree for GliteTech/sandwich-v-small
Base model
microsoft/deberta-v3-small Finetuned
GliteTech/wordnet-network-predictor