kaal:claim:7598518-045

Claim. Validity is balanced between rare and common content by construction, so the study says nothing about settings where rare content is harder to check.

Type. condition · Support. stated

Holds when

• The balance is enforced by the validity rule and confirmed by a pre-run check.
• Settings where rarity and checkability are correlated are where a validity filter's ceiling would bind differently.

Source quote

Validity is balanced between rare and common content by construction, so the study says nothing about settings where rare content is harder to check.

From. Wulf A. Kaal, Can Reputation Prevent Model Collapse? A Preregistered Test of Reputation-Weighted Data Filtering (2026). Full text.

Cite as. Wulf A. Kaal, Can Reputation Prevent Model Collapse? A Preregistered Test of Reputation-Weighted Data Filtering (2026). SSRN: https://ssrn.com/abstract=7598518

Verify. sha256 of source PDF cd22d148b2b55c2e27f087dcaa61cdf44ad7022b400b355c31a9cd7e43a31749 at https://wulfkaal.com/papers/7598518.pdf

Content hash. 07405daa329e18b89a7a059d286611df18b3f8003f00e3ac6ea455c967ab23ab