results_afro-xlmr-base
This model is a fine-tuned version of Davlan/afro-xlmr-base on the Davlan/nollysenti dataset. It achieves the following results on the evaluation set:
- Loss: 0.3771
- Accuracy: 0.9129
- F1: 0.9149
- Precision: 0.9080
- Recall: 0.9219
- Pred Classes: 2
- Label Classes: 2
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: 3e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- 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
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | Pred Classes | Label Classes |
|---|---|---|---|---|---|---|---|---|---|
| 0.576 | 0.3546 | 100 | 0.4729 | 0.8258 | 0.8121 | 0.8996 | 0.7401 | 2 | 2 |
| 0.4317 | 0.7092 | 200 | 0.4224 | 0.8802 | 0.8795 | 0.9006 | 0.8593 | 2 | 2 |
| 0.4079 | 1.0638 | 300 | 0.3737 | 0.8942 | 0.8967 | 0.8912 | 0.9021 | 2 | 2 |
| 0.3399 | 1.4184 | 400 | 0.3896 | 0.8974 | 0.9009 | 0.8850 | 0.9174 | 2 | 2 |
| 0.3357 | 1.7730 | 500 | 0.3707 | 0.9082 | 0.9102 | 0.9061 | 0.9144 | 2 | 2 |
| 0.3256 | 2.1277 | 600 | 0.3689 | 0.9176 | 0.9188 | 0.9202 | 0.9174 | 2 | 2 |
| 0.2899 | 2.4823 | 700 | 0.3789 | 0.9253 | 0.9252 | 0.9429 | 0.9083 | 2 | 2 |
| 0.2793 | 2.8369 | 800 | 0.3703 | 0.9160 | 0.9189 | 0.9027 | 0.9358 | 2 | 2 |
| 0.2712 | 3.1915 | 900 | 0.3737 | 0.9253 | 0.9273 | 0.9189 | 0.9358 | 2 | 2 |
| 0.2523 | 3.5461 | 1000 | 0.4002 | 0.9114 | 0.9143 | 0.8994 | 0.9297 | 2 | 2 |
| 0.2669 | 3.9007 | 1100 | 0.3847 | 0.9191 | 0.9210 | 0.9154 | 0.9266 | 2 | 2 |
Framework versions
- Transformers 4.56.1
- Pytorch 2.8.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.0
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Model tree for Sam4rano/nollysenti_afro-xlmr-base
Base model
Davlan/afro-xlmr-base