kinyarwanda-topic-afroxlmr-large
This model is a fine-tuned version of Davlan/afro-xlmr-large-76L on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7530
- F1: 0.8560
- Precision: 0.8622
- Recall: 0.8578
- Accuracy: 0.8578
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: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- 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: linear
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall | Accuracy |
|---|---|---|---|---|---|---|---|
| 3.6525 | 1.0 | 22 | 1.5583 | 0.5944 | 0.6642 | 0.6566 | 0.6566 |
| 2.3638 | 2.0 | 44 | 0.8003 | 0.7966 | 0.8184 | 0.7980 | 0.7980 |
| 1.2553 | 3.0 | 66 | 0.5707 | 0.8248 | 0.8414 | 0.8283 | 0.8283 |
| 0.7472 | 4.0 | 88 | 0.4984 | 0.8482 | 0.8565 | 0.8485 | 0.8485 |
| 0.2923 | 5.0 | 110 | 0.6913 | 0.7861 | 0.7907 | 0.7879 | 0.7879 |
| 0.2096 | 6.0 | 132 | 0.7531 | 0.7972 | 0.8264 | 0.8081 | 0.8081 |
| 0.1107 | 7.0 | 154 | 0.7435 | 0.8384 | 0.8570 | 0.8384 | 0.8384 |
| 0.0742 | 8.0 | 176 | 0.8058 | 0.8591 | 0.8671 | 0.8586 | 0.8586 |
| 0.0077 | 9.0 | 198 | 0.9892 | 0.8086 | 0.8165 | 0.8081 | 0.8081 |
| 0.0278 | 10.0 | 220 | 0.9835 | 0.8478 | 0.8644 | 0.8485 | 0.8485 |
| 0.0022 | 11.0 | 242 | 1.2416 | 0.8191 | 0.8364 | 0.8182 | 0.8182 |
| 0.0028 | 12.0 | 264 | 1.0595 | 0.8386 | 0.8552 | 0.8384 | 0.8384 |
| 0.0017 | 13.0 | 286 | 1.1092 | 0.8470 | 0.8596 | 0.8485 | 0.8485 |
Framework versions
- Transformers 5.5.4
- Pytorch 2.11.0+cu130
- Datasets 2.21.0
- Tokenizers 0.22.2
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Model tree for jkayobotsi/kinyarwanda-topic-afroxlmr-large
Base model
Davlan/afro-xlmr-large-76L