kaal:claim:4755632-011

To form consensus and offset worker error, requesters in centralized micro task structures assign teams of up to fifteen workers to the same task, and the resulting multiplication of work significantly increases the cost of micro task work and produces waste when requesters pay proportionally for redundant output.

set up teams of up to 15 workers to perform the same task in an effort to form a consensus. The multiplication of work inherent in this process significantly increases the cost of micro task work.

Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024), Lack of Scaling Solutions in Centralized Micro Task Market: Duplication of Work, 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 to centralized micro task platforms using redundancy for consensus

failuresupport: arguedfailure: Consensus by Redundancy Wastefamily: environmental-and-resource-costconsensus-and-security

• extends kaal:claim:3128900-008 To offset human limitations, requesters in centralized micro task structures assign the same task to teams of ...
• extends kaal:claim:3128900-009 Consensus by redundancy fails economically: multiplying the same work across many workers significantly increa...
• restates kaal:claim:3128900-010 Paying proportionally, up to fifteen times, for the same project output is waste, and the necessity of multipl...

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