Instructions to use khaled44/bea-rubric-match-2way-full with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use khaled44/bea-rubric-match-2way-full with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="khaled44/bea-rubric-match-2way-full")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("khaled44/bea-rubric-match-2way-full") model = AutoModelForSequenceClassification.from_pretrained("khaled44/bea-rubric-match-2way-full") - Notebooks
- Google Colab
- Kaggle
bea-rubric-match-2way-full
This model is a fine-tuned version of deepset/gbert-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6745
- N Samples: 1654.0
- Accuracy: 0.8343
- Precision Macro: 0.8344
- Recall Macro: 0.8343
- F1 Macro: 0.8343
- Qwk: 0.6687
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: 8
- 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
- num_epochs: 3.0
Training results
| Training Loss | Epoch | Step | Validation Loss | N Samples | Accuracy | Precision Macro | Recall Macro | F1 Macro | Qwk |
|---|---|---|---|---|---|---|---|---|---|
| 0.4742 | 1.0 | 1768 | 0.4886 | 1654.0 | 0.7811 | 0.7813 | 0.7811 | 0.7811 | 0.5623 |
| 0.3412 | 2.0 | 3536 | 0.5374 | 1654.0 | 0.8204 | 0.8207 | 0.8204 | 0.8204 | 0.6409 |
| 0.2641 | 3.0 | 5304 | 0.6745 | 1654.0 | 0.8343 | 0.8344 | 0.8343 | 0.8343 | 0.6687 |
Framework versions
- Transformers 5.1.0
- Pytorch 2.10.0+cu128
- Datasets 4.6.1
- Tokenizers 0.22.2
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Model tree for khaled44/bea-rubric-match-2way-full
Base model
deepset/gbert-base