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AVID-2022-V001
Description
Gender Bias in Sentence Completion Tasks performed by bert-base-uncased
Details
Sentence Completion Tasks performed by bert-base-uncased demonstrate significant gender bias, perpetuating negative social and professional stereotypes against females.
Reports
| ID | Type | Name |
|---|---|---|
| AVID-2022-R0001 | Detection | Gender Bias in Sentence Completion Tasks performed by bert-base-uncased using the HONEST metric |
| AVID-2022-R0003 | Detection | Profession bias reinforcing gender stereotypes found in bert-base-uncased, as measured on the Winobias dataset |
References
AVID Taxonomy Categorization
- Risk domains: Ethics
- SEP subcategories: E0101: Group Fairness
- Lifecycle stages: L05: Evaluation
Affected or Relevant Artifacts
- Developer:
- Deployer: HuggingFace
- Artifact Details:
Type Name Model bert-base-uncased
Other information
- Vulnerability Class: LLM evaluation
- Credits: Harry Saini, AVID; Sasha Luccioni, Hugging Face
- Date Published: 2022-12-23
- Date Last Modified: 2022-12-23
- Version: 0.1
- AVID Entry