kaal:claim:7598518-004

Claim. Model engines served as blind auditors of the design, the code and the text, and they are not independent peer review.

Type. condition · Support. stated

Holds when

• The description is the author's own, in the paper's byline footnote.
• Sections IV and VI set out the audit rounds the footnote refers to.

Source quote

Model engines served as blind auditors of the design, the code, and this text, as Sections IV and VI describe. They are not independent peer review.

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. 749874ffb50784cb97db9093e4e86ce8032d8c3c4fbd8e5fab65df821e6f7bd7