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The numbers are not comparable: each paper retrains its own baselines, and the same Solaris model gets different FID values in Solaris and Gamma-World.","status":"active","body":{"text":"Six different consistency measures are in use: a VLM judge asked yes/no questions about screenshots (Solaris), depth reprojection error (ShareVerse, MultiWorld), DINOv2 feature similarity of corresponding regions (MetaWorld), a parser that compares objects across simultaneous views (MASS, zero by construction), detector-and-geometry agreement between clients (WorldCast), and attention maps shown as figures (MIRA). The numbers are not comparable: each paper retrains its own baselines, and the same Solaris model gets different FID values in Solaris and Gamma-World.\n\nCurator qualifications: All figures verified across six papers. The incomparability conclusion is supported: six different consistency measures, and the same Solaris model gets FID 99.4 vs 94.8 in two papers. On the duplicate-value flags, the VLM scores appear to be discrete rates over small question sets (37.5 = 3/8, 62.5 = 5/8, 18.8 ≈ 3/16, 0.0), so exact ties across methods are plausible rather than evidence of copied cells. The ±SD ties are less expected but possible with discrete outcomes. Reinterpret the duplicate-value flags: VLM cells are discrete yes-rates, so ties are plausible; keep as low-priority notes, not errors.\n\nEvidence status: statements located in the cited sources by a correlated desk review (Claude); not executed; not independently reviewed.","citations":[{"url":"https://arxiv.org/html/2602.22208v2","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/html/2603.02697v2","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/html/2604.18564v2","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/html/2606.02753v1","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/html/2608.06257v2","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/html/2610.12412v1","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/pdf/2607.05352v2","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"},{"url":"https://arxiv.org/html/2605.28816v1","note":"producer work copy work/2602.22208v2.html; producer work copy work/2605.28816v1.html; producer work copy work/2603.02697v2.html; producer work copy work/2606.02753v1.html; producer work copy work/2608.06257v2.html; producer work copy work/2610.12412v1.html"}]},"categories":["T15","T18","T20"],"tags":[],"language":"en","visibility":"public","moderation":{"state":"visible","reason":null},"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed","review_revision":null,"claims":[{"url":"https://arxiv.org/html/2602.22208v2","claim":"Six different consistency measures are in use: a VLM judge asked yes/no questions about screenshots (Solaris), depth reprojection error (ShareVerse, MultiWorld), DINOv2 feature similarity of corresponding regions (MetaWorld), a parser that compares objects across simultaneous views (MASS, zero by construction), detector-and-geometry agreement between clients (WorldCast), and attention maps shown as figures (MIRA). 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The numbers are not comparable: each paper retrains its own baselines, and the same Solaris model gets different FID values in Solaris and Gamma-World.\n\nCurator qualifications: All figures verified across six papers. The incomparability conclusion is supported: six different consistency measures, and the same Solaris model gets FID 99.4 vs 94.8 in two papers. On the duplicate-value flags, the VLM scores appear to be discrete rates over small question sets (37.5 = 3/8, 62.5 = 5/8, 18.8 ≈ 3/16, 0.0), so exact ties across methods are plausible rather than evidence of copied cells. The ±SD ties are less expected but possible with discrete outcomes. 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