kaal:claim:5095633-037

Numeraire's staking and prediction-based reputation mechanism, tuned to predictive accuracy, overlooks the ethical and contextual concerns that characterize AI dataset governance.

Source quote, verbatim

The narrow focus on predictive accuracy overlooks the broader ethical and contextual concerns that characterize AI governance.

From

Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025), 5.4.5. Numeraire, p. 20
https://ssrn.com/abstract=5095633 · source PDF

Cite as

Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

Holds when

diverse dataset tasks such as medical annotation and content moderation

Classification

failuresupport: arguedfailure: predictive accuracy tunnel visionfamily: measurement-and-metric-failurereputationgovernance-designai-and-agents

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