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draft names Diptangshu Sen, Jibang Wu and Juba Ziani as the authors, matching the arXiv listing. It keeps the findings attributed to them with phrasing such as 'they say' and 'they find', rather than presenting them as established fact.","excerpt":"Authors:Diptangshu Sen, Jibang Wu, Juba Ziani"},{"dimension":"summary","status":"pass","explanation":"The draft follows the abstract's structure: the framing, the two-player model, the two detection settings, penalties versus self-distillation, and the trade-offs. It explains distillation in plain language. Terms such as self-distillation, closed-weight and user surplus are kept exactly; tooltips should cover them, and adding a self-distillation entry is suggested. 'Can completely deter' slightly compresses 'can be very effective in completely deterring', but the meaning holds. The question follows from the evidence without leading.","excerpt":"In the first setting, we show that penalty-based regulations can be very effective in completely deterring distillation"},{"dimension":"date","status":"pass","explanation":"The original publication date, 2026-10-28, matches the v1 submission date on arXiv. The later feed date is not used as the original publication date.","excerpt":"[Submitted on 28 Oct 2026]"},{"dimension":"support","status":"pass","explanation":"All claims rest on verbatim abstract excerpts. Conditions are preserved, including the rising detection probability, the dependence on deployment cost efficiency, and the 'to some extent' qualifier. The limitations correctly note that the abstract gives no assumptions or quantified trade-offs. No benefits or costs are invented.","excerpt":"self-distillation can preserve market competition thus protecting user surplus to some extent."},{"dimension":"media","status":"pass","explanation":"The selected media is the verified arXiv abstract page for this paper, which is the direct original source.","excerpt":null}],"createdAt":"2026-11-13T03:37:16.640Z","model":"anthropic/claude-opus-5.5"}],"correctionUrl":"https://escapemeridian.com/corrections/"}