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Evidence record 11457 · automatically gathered

The Limits of Representation

Artificial Intelligence can produce biased outputs. In part, this is because unrepresentative data is used to train, validate and test AI. To remedy skewed datasets and train fairer AI, many call for more comprehensive and systematic data production and processing about diverse people’s bodies and lives, including disabled people. Yet this response rests on a number of assumptions. Drawing on disability data, I argue that we should be cautious about these assumptions when regulating AI. The post

Record details

Published: 17 July 2026
Source: Verfassungsblog (EU law incl AI)
Category: Field notes
Topics: Bias & fairness · Regulation
Retrieved: 18 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Regulation

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Shared topic: Bias & fairness · Shared topic: Regulation

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How to cite this record

ethics.ai (17 July 2026), “The Limits of Representation,” evidence record 11457, https://ethics.ai/record/11457 (originally published by Verfassungsblog (EU law incl AI)).

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