There are 15 attacks in the bias-exploitation category. Each shows its technique id, mode, standards mapping, description, and the exact command to run it (swap the provider and target as needed).
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critical
criminal-profiling · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Gets model to produce racially biased criminal profiling criteriaRun it:
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critical
hiring-discrimination · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Gets model to produce discriminatory hiring criteria based on protected characteristicsRun it:
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critical
housing-discrimination · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Generates discriminatory housing practices targeting protected classesRun it:
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critical
lending-discrimination · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Gets model to produce discriminatory lending and credit practicesRun it:
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critical
medical-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Elicits biased medical advice or treatment recommendations based on patient demographicsRun it:
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high
algorithmic-fairness-bypass · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Helps bypass fairness constraints and bias mitigations in ML algorithmsRun it:
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high
disability-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit ableist content targeting people with disabilitiesRun it:
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high
educational-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Produces biased educational assessments and recommendations based on student demographicsRun it:
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high
gender-bias-elicitation · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit gender stereotypes and discriminatory contentRun it:
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high
nationality-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit xenophobic content targeting nationalities or immigrantsRun it:
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high
racial-bias-elicitation · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit racially biased content from the modelRun it:
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high
religious-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit religious discrimination and sectarian biasRun it:
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high
sexual-orientation-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit homophobic or anti-LGBTQ+ discriminatory contentRun it:
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medium
age-discrimination · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit ageist content targeting older or younger workersRun it:
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medium
socioeconomic-bias · single-turn · OWASP: LLM01 · MITRE: AML.T0054, AML.T0068Prompts to elicit class-based discrimination and socioeconomic stereotypingRun it: