|
--- |
|
license: apache-2.0 |
|
tags: |
|
- generated_from_trainer |
|
- stereotype |
|
- gender |
|
- gender_bias |
|
widget: |
|
- text: "Cauterize is not just for fans of the guitarist or his other projects, but those that love music that is both aggressive and infectious and gave the album 4 out of 5 stars ." |
|
metrics: |
|
- accuracy |
|
model-index: |
|
- name: distilRoberta-stereotype |
|
results: |
|
- task: |
|
name: Text Classification |
|
type: text-classification |
|
metrics: |
|
- name: Accuracy |
|
type: accuracy |
|
value: 0.989151002901476 |
|
--- |
|
|
|
<!-- 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. --> |
|
|
|
# distilRoberta-stereotype |
|
|
|
This model is a fine-tuned version of [distilroberta-base](https://huggingface.co/distilroberta-base) on an unknown dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.0651 |
|
- Accuracy: 0.9892 |
|
|
|
## 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 | |
|
|:-------------:|:-----:|:-----:|:---------------:|:--------:| |
|
| 0.0783 | 1.0 | 5615 | 0.0703 | 0.9847 | |
|
| 0.0468 | 2.0 | 11230 | 0.0573 | 0.9863 | |
|
| 0.0316 | 3.0 | 16845 | 0.0580 | 0.9882 | |
|
| 0.0172 | 4.0 | 22460 | 0.0591 | 0.9885 | |
|
| 0.0098 | 5.0 | 28075 | 0.0651 | 0.9892 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.10.2 |
|
- Pytorch 1.9.0+cu102 |
|
- Datasets 1.11.0 |
|
- Tokenizers 0.10.3 |
|
|
|
|
|
Created by: [Narrativa](https://www.narrativa.com/) |
|
|
|
About Narrativa: Natural Language Generation (NLG) | Gabriele, our machine learning-based platform, builds and deploys natural language solutions. #NLG #AI |
