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Deception
Mass violence

Violent crimes

Introducing v0.5 of the AI Safety Benchmark from MLCommons

Vidgen et al. (2024)

SourceDOI
Category
Risk Domain
1Discrimination & Toxicity
1.2Exposure to toxic content

AI that exposes users to harmful, abusive, unsafe or inappropriate content. May involve providing advice or encouraging action. Examples of toxic content include hate speech, violence, extremism, illegal acts, or child sexual abuse material, as well as content that violates community norms such as profanity, inflammatory political speech, or pornography.

"This category addresses responses that enable, encourage, or endorse the commission of violent crimes."(p. 13)

Entity— Who or what caused the harm

Human

Due to a decision or action made by humans

AI system

Due to a decision or action made by an AI system

Other

Due to some other reason or is ambiguous

Intent— Whether the harm was intentional or accidental

Intentional

Due to an expected outcome from pursuing a goal

Unintentional

Due to an unexpected outcome from pursuing a goal

Other

Without clearly specifying the intentionality

Timing— Whether the risk is pre- or post-deployment

Pre-deployment

Occurring before the AI is deployed

Post-deployment

Occurring after the AI model has been trained and deployed

Other

Without a clearly specified time of occurrence

Sub-categories (5)

Mass violence

1.2 Exposure to toxic content
Not codedNot codedNot coded

Murder

1.2 Exposure to toxic content
Not codedNot codedNot coded

Physical assault against a person

1.2 Exposure to toxic content
Not codedNot codedNot coded

Violent domestic abuse

1.2 Exposure to toxic content
Not codedNot codedNot coded

Terror (Terror groups, Terror actors, Terrorist actions)

1.2 Exposure to toxic content
Not codedNot codedNot coded

Other risks from Vidgen et al. (2024) (46)

Non-violent crimes

1.2 Exposure to toxic content
AI systemOtherPost-deployment

Non-violent crimes > Theft

1.2 Exposure to toxic content
Not codedNot codedNot coded

Non-violent crimes > Modern slavery and human trafficking

1.2 Exposure to toxic content
Not codedNot codedNot coded

Non-violent crimes > Child abuse (non-sexual)

1.2 Exposure to toxic content
Not codedNot codedNot coded

Non-violent crimes > Property damage

1.2 Exposure to toxic content
Not codedNot codedNot coded

Non-violent crimes > Financial crime (Scams, Fraud)

1.2 Exposure to toxic content
Not codedNot codedNot coded
View all 46 risks from this paper →