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draft correctly credits the work to Jaewon Cho and coauthors, as listed on the arXiv page. It frames Teacher Drift, the lower-resource-language observation and TOPSD's results as the authors' own reports.","excerpt":"Authors:Jaewon Cho, Minseo Yoon, Jinyoung Park, Jinwoo Seo, Jaewon Chu, Alice Oh, Hyunwoo J. Kim"},{"dimension":"summary","status":"uncertain","explanation":"The draft names OPSD but never says what it is. The source defines it as training a student on its own reasoning, with the same model acting as teacher when given reference solutions. Without that, a general reader cannot see why a teacher would follow the student's errors. Distillation, lower-resource languages, prefix and teacher-student likelihood also go unexplained. Smallest repair: add the source's one-line OPSD definition and plain glosses or term-library tooltips for these terms. The draft also drops the source's word consistently, which weakens the stated result.","excerpt":"training a student on its own reasoning, using the same model conditioned on reference solutions as a teacher"},{"dimension":"date","status":"pass","explanation":"The originalPublished date of 2026-11-05 matches the v1 submission date on the arXiv page. It is not the later feed date of 2026-11-06.","excerpt":"[Submitted on 5 Nov 2026]"},{"dimension":"support","status":"pass","explanation":"Each claim matches the abstract. The Escape Meridian interpretation is labeled and follows from TOPSD deciding where and whether to supervise. The limitations correctly note that the abstract gives no performance numbers. The question addresses a real gap: results are reported only for math. No benefits or costs are invented.","excerpt":"determines where and whether teacher supervision should be applied to each reasoning trajectory"},{"dimension":"media","status":"pass","explanation":"The selected media is the verified direct link to the arXiv abstract page, which is the original source.","excerpt":null}],"createdAt":"2026-11-08T17:47:43.054Z","model":"anthropic/claude-opus-5.5"}],"correctionUrl":"https://escapemeridian.com/corrections/"}