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fine_tuned_bert_base_suicide_ideation_detection
vineet1409/fine_tuned_bert_base_suicide_ideation_detection
fine_tuned_bert_base_suicide_ideation_detection is a text classification model from vineet1409. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Oct 30, 2024
- Updated
- Oct 30, 2024
- SHA
- 4df4f1da
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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. -->
results
This model is a fine-tuned version of bert-base-uncased on Reddit social media dataset. It achieves the following results on the evaluation set:
- Loss: 0.2235
- Accuracy: 0.9579
- F1: 0.9579
- Precision: 0.9580
- Recall: 0.9579
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: 5e-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
- lr_scheduler_warmup_steps: 10
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.1672 | 1.0 | 543 | 0.2845 | 0.9280 | 0.9279 | 0.9329 | 0.9285 |
| 0.2139 | 2.0 | 1086 | 0.2221 | 0.9439 | 0.9439 | 0.9447 | 0.9441 |
| 0.1531 | 3.0 | 1629 | 0.2010 | 0.9523 | 0.9523 | 0.9526 | 0.9522 |
| 0.0002 | 4.0 | 2172 | 0.2235 | 0.9579 | 0.9579 | 0.9580 | 0.9579 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.5.0+cu121
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Oct 30, 2024
- Updated
- Oct 30, 2024