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AI Risk

Data governance

"These evaluations assess the extent to which LLMs regurgitate their training data in their outputs, and whether LLMs 'leak' sensitive information that has been provided to them during use (i.e., during the inference stage)."

AI Risk2. Privacy & Security2.1 > Compromise of privacy by leaking or correctly inferring sensitive information3 - Other

Record summary

A quick snapshot of what this page covers.

Techniques6Attack methods connected to this risk.
Mitigations16Defenses that may help with related attacks.
Domain2. Privacy & SecurityThe broad risk area this belongs to.

Risk profile

How this risk is described and categorized.

Domain2. Privacy & Security
Subdomain2.1 > Compromise of privacy by leaking or correctly inferring sensitive information
Entity2 - AI
Intent2 - Unintentional
Timing3 - Other
CategorySafety & Trustworthiness
SubcategoryData governance

Suggested mitigations

Defenses that may help with related attacks.

AI Telemetry Logging

DeploymentMonitoring and Maintenance
LifecycleDeployment + 1 moreCategoryTechnical - Cyber

Validate AI Model

ML Model EvaluationMonitoring and Maintenance
LifecycleML Model Evaluation + 1 moreCategoryTechnical - ML

Generative AI Guardrails

ML Model EngineeringML Model Evaluation+1 more
LifecycleML Model Engineering + 2 moreCategoryTechnical - ML

Generative AI Guidelines

ML Model EngineeringML Model Evaluation+1 more
LifecycleML Model Engineering + 2 moreCategoryTechnical - ML

Code Signing

Deployment
LifecycleDeploymentCategoryTechnical - Cyber

Verify AI Artifacts

Business and Data UnderstandingData Preparation+1 more
LifecycleBusiness and Data Understanding + 2 moreCategoryTechnical - Cyber

Vulnerability Scanning

ML Model EngineeringData Preparation
LifecycleML Model Engineering + 1 moreCategoryTechnical - Cyber

User Training

Business and Data UnderstandingData Preparation+4 more
LifecycleBusiness and Data Understanding + 5 moreCategoryPolicy

AI Bill of Materials

Business and Data UnderstandingData Preparation+1 more
LifecycleBusiness and Data Understanding + 2 moreCategoryPolicy

Source

Research source for this risk, when available.