AI Fairness & Ethics
Tehnici pentru identificarea și mitigarea bias-ului în sistemele voice AI.
Bias Types & Detection
Speech Bias
- • Accent recognition bias
- • Gender voice bias
- • Age-related accuracy
- • Language variety support
Response Bias
- • Demographic fairness
- • Topic sensitivity
- • Cultural appropriateness
- • Stereotype avoidance
Detection Methods
- • Disaggregated testing
- • Fairness metrics
- • Adversarial probing
- • Audit logs analysis
Mitigation
- • Balanced training data
- • Debiasing techniques
- • Guardrail implementation
- • Continuous monitoring