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distilbert-suicidal-tendency
jayyys/distilbert-suicidal-tendency
distilbert-suicidal-tendency is a text classification model from jayyys. 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
- distilbert
- Access
- Public
- Created
- Oct 10, 2024
- Updated
- Oct 10, 2024
- SHA
- 0202b734
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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. -->
distilbert-suicidal-tendency
This model is a fine-tuned version of distilbert/distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.4168
- F1: 0.3266
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 1.3892 | 1.0 | 25 | 1.3874 | 0.1962 |
| 1.3629 | 2.0 | 50 | 1.3859 | 0.2054 |
| 1.3157 | 3.0 | 75 | 1.3773 | 0.2706 |
| 1.255 | 4.0 | 100 | 1.3953 | 0.2920 |
| 1.1963 | 5.0 | 125 | 1.3893 | 0.2279 |
| 1.1309 | 6.0 | 150 | 1.3790 | 0.2943 |
| 1.0629 | 7.0 | 175 | 1.4011 | 0.3350 |
| 1.0059 | 8.0 | 200 | 1.3992 | 0.3041 |
| 0.9766 | 9.0 | 225 | 1.4052 | 0.3200 |
| 0.9551 | 10.0 | 250 | 1.4168 | 0.3266 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.4.1+cu118
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Oct 10, 2024
- Updated
- Oct 10, 2024