Downloads · 30 days
9
4% of all-time downloads
Hate-Speech-Detection-mpnet-basev2
Arvnd03/Hate-Speech-Detection-mpnet-basev2
Hate-Speech-Detection-mpnet-basev2 is a text classification model from Arvnd03. 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. --
All-time downloads
257
Public
Repo size
12.7 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin438 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- mpnet
- Access
- Public
- Created
- Sep 4, 2023
- Updated
- Sep 5, 2023
- SHA
- c312decb
Try a prompt
Datasets
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. -->
Hate-Speech-Detection-mpnet-basev2
This model is a fine-tuned version of sentence-transformers/all-mpnet-base-v2 on the tweets_hate_speech_detection dataset. It achieves the following results on the evaluation set:
- Loss: 0.0849
- Accuracy: 0.9750
- F1: 0.8030
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: 15
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.1144 | 1.0 | 1599 | 0.0955 | 0.9693 | 0.7337 |
| 0.072 | 2.0 | 3198 | 0.0849 | 0.9750 | 0.8030 |
| 0.0458 | 3.0 | 4797 | 0.0841 | 0.9764 | 0.8011 |
| 0.0156 | 4.0 | 6396 | 0.1829 | 0.9689 | 0.7762 |
| 0.012 | 5.0 | 7995 | 0.1904 | 0.9745 | 0.7758 |
| 0.0157 | 6.0 | 9594 | 0.1622 | 0.9758 | 0.7914 |
| 0.0068 | 7.0 | 11193 | 0.1741 | 0.9736 | 0.8005 |
Framework versions
- Transformers 4.26.1
- Pytorch 2.0.1
- Datasets 2.10.1
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- mpnet
- License
- apache-2.0
- Created
- Sep 4, 2023
- Updated
- Sep 5, 2023