Why it matters

Bias affects fairness + regulatory compliance. Understanding shapes ethical deployment.

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The architecture

Standard benchmarks: BOLD, StereoSet, BBQ.

Custom: your domain-specific.

Bias eval landscapeStandard benchmarksBOLD, StereoSet, BBQCustom evalsyour use caseMetricsdisparity + stereotypingBias measurement complex; multiple frameworks disagree on metrics
Bias eval approaches.
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How it works end to end

BBQ: bias benchmark for question answering.

StereoSet: stereotype prediction.

Metrics: disparate impact, stereotypical association.

Custom: relevant to your users + domain.