kaal:claim:4755632-010

Human shortcomings in micro task work such as limited attention span, irrationality, and inaccuracy create verification requirements, but manual verification is performed by humans subject to the same limitations, so verification does not resolve the quality problem it is meant to solve.

However, manual verification of micro task work is subject to the same human limitations.

Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024), AI Learning Ecosystem Platform: Removing Cost of Micro Task Work Duplication, p. 22
https://ssrn.com/abstract=4755632 · source PDF

Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

• applies where verification of micro task work is itself manual

failuresupport: arguedfailure: Manual Verification Regressfamily: data-quality-and-comparabilityinstitutional-design

• restates kaal:claim:3128900-007 Human shortcomings in micro task work such as limited attention span, irrationality, and inaccuracy create a n...
• restates kaal:claim:4734750-033 Human limitations such as limited attention span, irrationality, and inaccuracy force verification of micro ta...

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