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Disinformation

As explained in Introduction to Generative AI, Second Edition

Disinformation is false or misleading information deliberately created or distributed to deceive or manipulate.

A chatbot can generate partisan political content, but partisan does not automatically mean disinformation. Disinformation is false or misleading information deliberately created or distributed to deceive or manipulate. In a specific case, deciding whether content is disinformation—or even misinformation—can be contested. A biased viewpoint may still be permitted political expression. section 5.5

Disinformation poses different challenges for social-media platforms and chatbots. Platforms set content policies, but drawing a line between misleading claims and permitted viewpoints can provoke disagreement. Chatbot providers face a further difficulty: because generated answers are probabilistic, they may struggle to explain a particular response or change how the system responds next time. section 5.5

Governance can address how disinformation spreads as well as what individual posts say. The European Union’s Code of Practice on Disinformation emphasizes access to platform data for researchers and fact-checkers and transparency in advertising, rather than prescribing specific content standards. Under the EU Digital Services Act, large platforms face risk assessments, mitigation duties, and audits; an AI recommendation system that contributes to disinformation’s spread could expose a company to fines. section 5.5 section 10.30

How Introduction to Generative AI, Second Edition covers it

How deep it goes
Explains why classification and moderation are contested, but does not provide a test for identifying individual cases.
Examples
Uses permitted partisan content and an AI recommendation system that spreads disinformation to distinguish expression from platform-level risk.
What you can do after
Evaluate/understand disinformation as a contested moderation problem with consequences for expression, chatbot policies, and platform oversight.
How it connects
Connects disinformation to misinformation, partisan expression, chatbot behavior, content moderation, recommendation systems, and platform transparency.

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