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relation_classification_single_label
lupobricco/relation_classification_single_label
relation_classification_single_label is a text classification model from lupobricco. 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
- camembert
- Access
- Public
- Created
- May 21, 2024
- Updated
- May 21, 2024
- SHA
- cb2f6c81
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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. -->
relation_classification_single_label
This model is a fine-tuned version of Musixmatch/umberto-commoncrawl-cased-v1 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8861
- Accuracy: 0.6822
- F1: 0.6573
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: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| No log | 1.0 | 121 | 0.8453 | 0.6357 | 0.6305 |
| No log | 2.0 | 242 | 0.9264 | 0.6434 | 0.6392 |
| No log | 3.0 | 363 | 0.8861 | 0.6822 | 0.6573 |
| No log | 4.0 | 484 | 1.0027 | 0.6822 | 0.6558 |
| 0.6343 | 5.0 | 605 | 1.1278 | 0.6667 | 0.6356 |
| 0.6343 | 6.0 | 726 | 1.3472 | 0.6512 | 0.6100 |
| 0.6343 | 7.0 | 847 | 1.4766 | 0.6434 | 0.5919 |
| 0.6343 | 8.0 | 968 | 1.5769 | 0.6667 | 0.6303 |
| 0.1581 | 9.0 | 1089 | 1.6284 | 0.6434 | 0.5971 |
| 0.1581 | 10.0 | 1210 | 1.6729 | 0.6589 | 0.6175 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.3.0+cu118
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- camembert
- Created
- May 21, 2024
- Updated
- May 21, 2024