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deberta-v3-large_relationships_v3.1
bobbyw/deberta-v3-large_relationships_v3.1
deberta-v3-large_relationships_v3.1 is a text classification model from bobbyw. 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
- deberta-v2
- Access
- Public
- Created
- Jun 24, 2024
- Updated
- Jun 25, 2024
- SHA
- 914ea33c
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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. -->
deberta-v3-large_relationships_v3.1
This model is a fine-tuned version of bobbyw/deberta-v3-large_relationships_v3.1 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0082
- Accuracy: 0.0021
- F1: 0.0038
- Precision: 0.0019
- Recall: 0.6875
- Learning Rate: 0.0
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: 1e-06
- train_batch_size: 3
- eval_batch_size: 3
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | Rate |
|---|---|---|---|---|---|---|---|---|
| 0.0026 | 1.0 | 947 | 0.0073 | 0.0021 | 0.0038 | 0.0019 | 0.6875 | 0.0009 |
| 0.0028 | 2.0 | 1894 | 0.0081 | 0.0023 | 0.0031 | 0.0016 | 0.5625 | 0.0008 |
| 0.0025 | 3.0 | 2841 | 0.0089 | 0.0021 | 0.0038 | 0.0019 | 0.6875 | 0.0006 |
| 0.0024 | 4.0 | 3788 | 0.0079 | 0.0021 | 0.0038 | 0.0019 | 0.6875 | 0.0005 |
| 0.0023 | 5.0 | 4735 | 0.0085 | 0.0023 | 0.0038 | 0.0019 | 0.6875 | 0.0004 |
| 0.0022 | 6.0 | 5682 | 0.0084 | 0.0021 | 0.0038 | 0.0019 | 0.6875 | 0.0003 |
| 0.0023 | 7.0 | 6629 | 0.0082 | 0.0023 | 0.0038 | 0.0019 | 0.6875 | 0.0001 |
| 0.0021 | 8.0 | 7576 | 0.0082 | 0.0021 | 0.0038 | 0.0019 | 0.6875 | 0.0 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- deberta-v2
- Created
- Jun 24, 2024
- Updated
- Jun 25, 2024