Text Classification
Transformers
Safetensors
xlm-roberta
Generated from Trainer
text-embeddings-inference
Instructions to use ManoelaAndriampeno/results with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ManoelaAndriampeno/results with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ManoelaAndriampeno/results")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("ManoelaAndriampeno/results") model = AutoModelForSequenceClassification.from_pretrained("ManoelaAndriampeno/results", device_map="auto") - Notebooks
- Google Colab
- Kaggle
results
This model is a fine-tuned version of castorini/afriberta_large on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2494
- Accuracy: 0.9512
- F1: 0.9508
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
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| No log | 1.0 | 144 | 0.3754 | 0.8990 | 0.8992 |
| No log | 2.0 | 288 | 0.2510 | 0.9233 | 0.9238 |
| No log | 3.0 | 432 | 0.2305 | 0.9408 | 0.9410 |
| 0.3992 | 4.0 | 576 | 0.2152 | 0.9443 | 0.9445 |
| 0.3992 | 5.0 | 720 | 0.2216 | 0.9408 | 0.9409 |
Framework versions
- Transformers 4.50.3
- Pytorch 2.6.0+cu124
- Datasets 3.5.0
- Tokenizers 0.21.1
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Model tree for ManoelaAndriampeno/results
Base model
castorini/afriberta_large