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distilbert-bias-classifier
guisalim/distilbert-bias-classifier
distilbert-bias-classifier is a machine learning model from guisalim. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
Safety Sensitiveness Service — Tier 2 Bias Head
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At a glance
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Mar 11, 2026
- Updated
- Mar 11, 2026
- SHA
- b22b0dac
Model card
From the Hugging Face model README
DistilBERT Bias Classifier
Safety Sensitiveness Service — Tier 2 Bias Head
Detects 5 types of bias in short text (search queries, social posts):
| Label | Description |
|---|---|
racial | Racial / ethnic bias |
gender | Gender stereotyping |
religious | Religious discrimination |
age | Ageism |
sexual_orientation | Sexual orientation bias |
Performance
| Metric | Score |
|---|---|
| F1 Macro | 0.2678 |
| F1 Micro | 0.6810 |
| ROC-AUC Macro | 0.0000 |
| CrowS-Pairs Accuracy | 0.0000 |
| StereoSet Score | 0.4900 |
Usage
from transformers import pipeline
classifier = pipeline("text-classification",
model="guisalim/distilbert-bias-classifier",
top_k=None)
print(classifier("Search query here"))
Training details
- Base:
distilbert-base-uncased - Data: Social Bias Frames + Google Civil Comments
- Device: mps
- Threshold: 0.4
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- Mar 11, 2026
- Updated
- Mar 11, 2026