kaal:claim:4755632-038

Reputation based market dynamics lower the cost of duplication relative to centralized micro task work: where a reliable high reputation worker completes the task, duplication can fall from fifteen to five or fewer in a decentralized setup, which is what enables scaling of micro task work.

If a reliable and high reputation score worker completes the tasks, the duplication may be brought from 15 to 5 or less in the

Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024), Removing Cost of Micro Task Work Duplication, p. 48
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

• conditioned on a reliable and high reputation score worker completing the tasks

mechanismsupport: arguedreputationdecentralizationgovernance-design

• restates kaal:claim:4734750-036 A reliable reputation score substitutes for redundant labor: if a high reputation worker completes a task, req...
• extends kaal:claim:3128900-016 The protocol lowers cost because it removes the manual verification step and the associated multiplication of ...

The quote above is an exact substring of the source PDF, whose sha256 is 972ccebf0c06ac1767a9e443bb95942b7670e806a63c25ee817c368a64c8eca8. Extraction method: pdf-text-layer.
Attestation record: colloquium/attestations/33b63ec88abe7322...json
Verify the binding yourself: curl -s https://wulfkaal.github.io/claims/4755632-038.md | sha256sum