AVID-2025-R0002

Description

Geopolitical bias in sentiment analysis for neutral phrases

Details

As demonstrated in a tweet on March 19, 2022, which has since been incorporated into the model card as a known bias, the model provides biased analysis of sentiment for a neutral phrase “This film was filmed in [country]”. The tweet mentions “India” and “Iraq” explicitly.

References

• Aurélien Géron’s tweet
• distilbert/distilbert-base-uncased-finetuned-sst-2-english · Hugging Face

Affected or Relevant Artifacts

• Developer: Hugginng Face
• Deployer: huggingface.co
• Artifact Details:

Impact

AVID Taxonomy Categorization

• Risk domains: Ethics
• SEP subcategories: E0100: Bias/Discrimination, E0101: Group fairness
• Lifecycle stages: L06: Deployment

Other information

• Report Type: Advisory
• Credits: Aurelion Geron
• Date Reported: 2025-01-17
• Version: 0.3.1
• AVID Entry