metadata
library_name: transformers
license: mit
base_model: dbmdz/bert-base-turkish-cased
tags:
- generated_from_trainer
model-index:
- name: results
results: []
results
This model is a fine-tuned version of dbmdz/bert-base-turkish-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3122
- Hate Precision: 1.0
- Hate Recall: 1.0
- Hate F1: 1.0
- Sexual Precision: 0.0
- Sexual Recall: 0.0
- Sexual F1: 0.0
- Racism Precision: 0.0
- Racism Recall: 0.0
- Racism F1: 0.0
- Threat Precision: 0.0
- Threat Recall: 0.0
- Threat F1: 0.0
- Neutral Precision: 0.0
- Neutral Recall: 0.0
- Neutral F1: 0.0
- Macro Precision: 0.2
- Macro Recall: 0.2
- Macro F1: 0.2
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: 30
Training results
Training Loss | Epoch | Step | Validation Loss | Hate Precision | Hate Recall | Hate F1 | Sexual Precision | Sexual Recall | Sexual F1 | Racism Precision | Racism Recall | Racism F1 | Threat Precision | Threat Recall | Threat F1 | Neutral Precision | Neutral Recall | Neutral F1 | Macro Precision | Macro Recall | Macro F1 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.5808 | 5.0 | 10 | 0.4806 | 0.8333 | 1.0 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1667 | 0.2 | 0.1818 |
0.4203 | 10.0 | 20 | 0.3815 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2 | 0.2 |
0.3519 | 15.0 | 30 | 0.3618 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2 | 0.2 |
0.2748 | 20.0 | 40 | 0.3329 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2 | 0.2 |
0.2373 | 25.0 | 50 | 0.3168 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2 | 0.2 |
0.2129 | 30.0 | 60 | 0.3122 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2 | 0.2 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.0+cu124
- Datasets 2.19.1
- Tokenizers 0.20.0