Text Classification
Transformers
Safetensors
distilbert
Generated from Trainer
text-embeddings-inference
Instructions to use iremtasci/vera-model-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use iremtasci/vera-model-v3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="iremtasci/vera-model-v3")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("iremtasci/vera-model-v3") model = AutoModelForSequenceClassification.from_pretrained("iremtasci/vera-model-v3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
vera-model-v3
This model is a fine-tuned version of distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3031
- Accuracy: 0.9322
- F1: 0.9358
- Auc: 0.9922
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: 32
- 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_steps: 150
- num_epochs: 4
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Auc |
|---|---|---|---|---|---|---|
| 0.1976 | 1.0 | 409 | 0.1876 | 0.9329 | 0.9349 | 0.9838 |
| 0.1174 | 2.0 | 818 | 0.3373 | 0.9121 | 0.9184 | 0.9868 |
| 0.0246 | 3.0 | 1227 | 0.2536 | 0.9457 | 0.9477 | 0.9916 |
| 0.0200 | 4.0 | 1636 | 0.3050 | 0.935 | 0.9381 | 0.9912 |
Framework versions
- Transformers 5.0.0
- Pytorch 2.10.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
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Model tree for iremtasci/vera-model-v3
Base model
distilbert/distilbert-base-uncased