Maximus Powers's picture

10 21

Maximus Powers PRO

maximuspowers

·

http://ethicalspectacle.org

AI & ML interests

Ethical AI research, synthetic data, web scraping

Articles

Social Bias NER with BERT

BERT for Bias Detection in Text

Organizations

Posts 1

Post

2485

Here's my favorite piece of the summer bias detection research project (paper coming in Sept). We trained BERT for token classification (multi-label), to identify:
- Generalizations
- Unfairness
- Stereotypes

HF Space: maximuspowers/bias-detection-ner
Article on Training: https://huggingface.co/blog/maximuspowers/bias-entity-recognition

Pls reach out with ideas!! Lot's more info coming soon, our research group has workshops and a hackathon planned for launching this open source project. Thanks

Papers 1

arxiv:2410.08388

spaces 4

Bias Detection NER

Multi-label NER for identifying socially biased entities.

Text Augmentation Demo

Try out NLP augmentations on a test sentence.

Image Augmentation Demo

Try out image augmentation techniques.

Biased Words Plotted

models 8

maximuspowers/nmbp-bert-full-articles-balanced

Text Classification • Updated 10 days ago • 21

maximuspowers/nmbp-bert-full-articles

Text Classification • Updated 10 days ago • 23

maximuspowers/nmbp-bert-headlines

Text Classification • Updated 10 days ago • 44

maximuspowers/nmbp-bert-headlines-balanced

Text Classification • Updated 10 days ago • 13

maximuspowers/tinybert_unscrambler

Text Classification • Updated 15 days ago • 38

maximuspowers/bias-type-classifier

Text Classification • Updated 20 days ago • 161 • 2

maximuspowers/multimodal-bias-classifier

Updated 20 days ago • 77 • 2

maximuspowers/bias-detection-ner

Token Classification • Updated Sep 2 • 69 • 3

datasets 1

maximuspowers/nmb-plus-cleaned

Viewer • Updated 21 days ago • 31.3k • 32