angrotanak-khmer-intent-classifier
This model is a fine-tuned version of xlm-roberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3511
- Accuracy: 0.9333
- F1: 0.9339
- Precision: 0.9417
- Recall: 0.9333
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: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 10
- num_epochs: 15
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 2.0705 | 1.0 | 15 | 2.0505 | 0.2 | 0.1179 | 0.0984 | 0.2 |
| 1.9508 | 2.0 | 30 | 2.0051 | 0.1667 | 0.0476 | 0.0278 | 0.1667 |
| 1.8727 | 3.0 | 45 | 1.8381 | 0.2 | 0.0990 | 0.1287 | 0.2 |
| 1.7077 | 4.0 | 60 | 1.5842 | 0.3667 | 0.2852 | 0.3446 | 0.3667 |
| 1.5137 | 5.0 | 75 | 1.3019 | 0.5667 | 0.5114 | 0.5722 | 0.5667 |
| 1.33 | 6.0 | 90 | 1.1958 | 0.6333 | 0.5721 | 0.6734 | 0.6333 |
| 1.1648 | 7.0 | 105 | 0.9677 | 0.8667 | 0.8563 | 0.8718 | 0.8667 |
| 0.9707 | 8.0 | 120 | 0.8538 | 0.8 | 0.7853 | 0.8389 | 0.8 |
| 0.841 | 9.0 | 135 | 0.7069 | 0.8 | 0.7888 | 0.8290 | 0.8 |
| 0.736 | 10.0 | 150 | 0.5623 | 0.9 | 0.8872 | 0.8861 | 0.9 |
| 0.6398 | 11.0 | 165 | 0.4984 | 0.9 | 0.8967 | 0.9194 | 0.9 |
| 0.5907 | 12.0 | 180 | 0.3862 | 0.9333 | 0.9341 | 0.9472 | 0.9333 |
| 0.4658 | 13.0 | 195 | 0.3766 | 0.9333 | 0.9339 | 0.9417 | 0.9333 |
| 0.4504 | 14.0 | 210 | 0.3618 | 0.9333 | 0.9339 | 0.9417 | 0.9333 |
| 0.5012 | 15.0 | 225 | 0.3511 | 0.9333 | 0.9339 | 0.9417 | 0.9333 |
Framework versions
- Transformers 4.52.3
- Pytorch 2.7.0+cpu
- Datasets 3.6.0
- Tokenizers 0.21.1
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Model tree for angrotanak/angrotanak-khmer-intent-classifier
Base model
FacebookAI/xlm-roberta-base