language: "en" | |
tags: | |
- distilroberta | |
- sentiment | |
- NSFW | |
- inappropriate | |
- spam | |
widget: | |
- text: "I like you. You remind me of me when I was young and stupid." | |
- text: "I see you’ve set aside this special time to humiliate yourself in public." | |
- text: "Have a great weekend! See you next week!" | |
# Fine-tuned DistilRoBERTa-base for NSFW Classification | |
# Model Description | |
DistilBERT is a transformer model that performs sentiment analysis. I fine-tuned the model on Reddit posts with the purpose of classifying not safe for work (NSFW) content, specifically text that is considered inappropriate and unprofessional. The model predicts 2 classes, which are NSFW or safe for work (SFW). | |
The model is a fine-tuned version of [DistilBERT](https://huggingface.co/docs/transformers/model_doc/distilbert). | |
It was fine-tuned on 14317 Reddit posts pulled from the (Reddit API) [https://praw.readthedocs.io/en/stable/]. | |
# How to Use | |
```python | |
from transformers import pipeline | |
classifier = pipeline("sentiment-analysis", model="michellejieli/NSFW_text_classifier") | |
classifier("I see you’ve set aside this special time to humiliate yourself in public.") | |
``` | |
```python | |
Output: | |
[{'label': 'NSFW', 'score': 0.998853325843811}] | |
``` | |
# Contact | |
Please reach out to [michelle.li851@duke.edu](mailto:michelle.li851@duke.edu) if you have any questions or feedback. | |
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