Clarify how reviewer capability affects the benefit of information restriction
Determine how reviewer capability affects the performance benefit of restricting an LLM reviewer to the artifact without the original requirements.
References
After the exclusions the top-tier reviewer shows no gain (+0.9 with failures scored as zero), and the size of the lightweight tier's gain depends on how failed sessions are handled, so the relationship between reviewer capability and the benefit of restriction is unclear.
— When Does a Second Model Help? Cross-Model Review in LLM Verification
(2610.01471 - Song, 1 Oct 2026) in Section 8.5, Information Restriction Effect