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Toxic content

AI Risk

"Generating content that violates community standards, including harming or inciting hatred or violence against individuals and groups (e.g. gore, child sexual abuse material, profanities, identity attacks)"

Overview

A source-backed snapshot of this AI risk.

Techniques0Attack methods connected to this risk.
Mitigations0Defenses that may help with related attacks.
Records2Source records unified into this concept.

Risk profile

How the MIT AI Risk Repository categorizes this risk.

Domain1. Discrimination & Toxicity
Subdomain1.2 > Exposure to toxic content
Entity2 - AI
Intent2 - Unintentional
Timing2 - Post-deployment
CategoryRepresentation & Toxicity Harms; Representation and Toxicity
SubcategoryToxic content

Merged risk records

Source records unified into this canonical risk concept.

2 recordsView all →

MITRISK-Weidinger2023-18.01.03 - Toxic content

"Generating content that violates community standards, including harming or inciting hatred or violence against individuals and groups (e.g. gore, child sexual abuse material, profanities, identity attacks)"

Domain1. Discrimination & ToxicitySubdomain1.2 > Exposure to toxic contentSourceSociotechnical Safety Evaluation of Generative AI SystemsYear2023

MITRISK-Li2025-66.06.01 - Toxic content

"Generating content that violates community standards, including harming or inciting hatred or violence against groups (e.g. gore, sexual content of children, profanities, identity attacks)"

Domain1. Discrimination & ToxicitySubdomain1.2 > Exposure to toxic contentSourceA Closer Look at the Existing Risks of Generative AI: Mapping the Who, What, and How of Real-World IncidentsYear2025

Mitigations

Defenses that may help with related attacks.

No propagated mitigations. No defense is available through the connected attack methods.

Source evidence

Research source for this risk, when available.