Text Classification
Transformers
Safetensors
distilbert
Generated from Trainer
text-embeddings-inference
Instructions to use heewook/distilbert-base-uncased-finetuned-clinc with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use heewook/distilbert-base-uncased-finetuned-clinc with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="heewook/distilbert-base-uncased-finetuned-clinc")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("heewook/distilbert-base-uncased-finetuned-clinc") model = AutoModelForSequenceClassification.from_pretrained("heewook/distilbert-base-uncased-finetuned-clinc", device_map="auto") - Notebooks
- Google Colab
- Kaggle
distilbert-base-uncased-finetuned-clinc
This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7968
- Accuracy: 0.9190
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: 48
- eval_batch_size: 48
- 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
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 4.3155 | 1.0 | 318 | 3.3137 | 0.7313 |
| 2.6588 | 2.0 | 636 | 1.9041 | 0.8506 |
| 1.5824 | 3.0 | 954 | 1.1846 | 0.8929 |
| 1.0394 | 4.0 | 1272 | 0.8821 | 0.91 |
| 0.8203 | 5.0 | 1590 | 0.7968 | 0.9190 |
Framework versions
- Transformers 5.15.0
- Pytorch 2.12.1+cu130
- Datasets 5.0.1
- Tokenizers 0.22.2
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Model tree for heewook/distilbert-base-uncased-finetuned-clinc
Base model
distilbert/distilbert-base-uncased