bert-base-uncased-hate-offensive-normal-speech-lr-2e-05
This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0164
- Accuracy: 0.9935
- Weighted f1: 0.9935
- Weighted recall: 0.9935
- Weighted precision: 0.9935
- Micro f1: 0.9935
- Micro recall: 0.9935
- Micro precision: 0.9935
- Macro f1: 0.9933
- Macro recall: 0.9931
- Macro precision: 0.9936
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: 5
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | Weighted f1 | Weighted recall | Weighted precision | Micro f1 | Micro recall | Micro precision | Macro f1 | Macro recall | Macro precision |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.6115 | 1.0 | 153 | 0.0883 | 0.9739 | 0.9742 | 0.9739 | 0.9753 | 0.9739 | 0.9739 | 0.9739 | 0.9729 | 0.9749 | 0.9719 |
0.0759 | 2.0 | 306 | 0.0295 | 0.9935 | 0.9935 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9935 | 0.9932 | 0.9938 | 0.9927 |
0.0279 | 3.0 | 459 | 0.0277 | 0.9870 | 0.9870 | 0.9870 | 0.9875 | 0.9870 | 0.9870 | 0.9870 | 0.9860 | 0.9869 | 0.9857 |
0.0207 | 4.0 | 612 | 0.0266 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9933 | 0.9931 | 0.9936 |
0.0099 | 5.0 | 765 | 0.0164 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9933 | 0.9931 | 0.9936 |
Framework versions
- Transformers 4.34.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.14.6.dev0
- Tokenizers 0.13.3
- Downloads last month
- 5
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.
Model tree for DrishtiSharma/bert-base-uncased-hate-offensive-normal-speech-lr-2e-05
Base model
google-bert/bert-base-uncased