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Undermining creative economies

AI Risk

"LMs may generate content that is not strictly in violation of copyright but harms artists by capitalising on their ideas, in ways that would be time-intensive or costly to do using human labour. Deployed at scale, this may undermine the profitability of creative or innovative work."

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.

Domain6. Socioeconomic and Environmental
Subdomain6.3 > Economic and cultural devaluation of human effort
Entity2 - AI
Intent2 - Unintentional
Timing2 - Post-deployment
CategoryAutomation, Access and Environmental Harms; Risk area 6: Environmental and Socioeconomic harms
SubcategoryUndermining creative economies

Merged risk records

Source records unified into this canonical risk concept.

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MITRISK-Weidinger2021-17.06.03 - Undermining creative economies

"LMs may generate content that is not strictly in violation of copyright but harms artists by capitalising on their ideas, in ways that would be time-intensive or costly to do using human labour. Deployed at scale, this may undermine the profitability of creative or innovative work."

Domain6. Socioeconomic and EnvironmentalSubdomain6.3 > Economic and cultural devaluation of human effortSourceEthical and social risks of harm from language modelsYear2021

MITRISK-Weidinger2022-16.06.03 - Undermining creative economies

"LMs may generate content that is not strictly in violation of copyright but harms artists by capital- ising on their ideas, in ways that would be time-intensive or costly to do using human labour. This may undermine the profitability of creative or innovative work. If LMs can be used to generate content that serves as a credible substitute for a particular example of hu- man creativity - otherwise protected by copyright - this potentially allows such work to be replaced without the author’s copyright being infringed, analogous to ”patent-busting” [158] ... These risks are distinct from copyright infringement concerns based on the LM reproducing verbatim copyrighted material that is present in the training data [188]."

Domain6. Socioeconomic and EnvironmentalSubdomain6.3 > Economic and cultural devaluation of human effortSourceTaxonomy of Risks posed by Language ModelsYear2022

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.