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Baseline-Swahili-Classifier-cola
Mahloromela/Baseline-Swahili-Classifier-cola
Baseline-Swahili-Classifier-cola is a text classification model from Mahloromela. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- xlm-roberta
- Access
- Public
- Created
- Oct 24, 2024
- Updated
- Oct 24, 2024
- SHA
- 6989a414
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Baseline-Swahili-Classifier-cola
This model is a fine-tuned version of castorini/afriberta_small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2424
- Accuracy: 0.9349
- Precision: 0.9055
- Recall: 0.9577
- F1: 0.9308
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| 0.2711 | 1.0 | 1111 | 0.2237 | 0.9246 | 0.9077 | 0.9296 | 0.9185 |
| 0.2001 | 2.0 | 2222 | 0.2304 | 0.9322 | 0.9065 | 0.9498 | 0.9276 |
| 0.1539 | 3.0 | 3333 | 0.2424 | 0.9349 | 0.9055 | 0.9577 | 0.9308 |
| 0.0979 | 4.0 | 4444 | 0.2751 | 0.9311 | 0.9218 | 0.9281 | 0.9249 |
| 0.0761 | 5.0 | 5555 | 0.3302 | 0.9304 | 0.9147 | 0.9350 | 0.9248 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.5.0+cu121
- Datasets 3.0.2
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- xlm-roberta
- Created
- Oct 24, 2024
- Updated
- Oct 24, 2024