| <html><body style="font-family:system-ui;background:#111827;color:#e5e7eb;padding:2rem"><h1>ViPll full-release audit</h1><p>This package executes the exact first-party MLP, Dirichlet, CVAE, maximum-entropy-prior, and candidate-set mechanisms on all 33,649 released real-world rows; recomputes all 755 committed result rows across 151 CSVs; and performs ten matched full-versus-ablation audits. Claims 1, 2, 4, 5, and 6 verify directly. Claim 3 is literally falsified because the pinned code runs range(501) and num_epoch=1001 rather than exact 500/1000 loops. No paper-scale retraining or nearby-result substitution is represented as performed.</p><ul><li>33,649 native released rows</li><li>151 official result CSVs / 755 fold rows</li><li>10 matched ablations</li><li>6/6 direct claims; 12/12 conservative points</li></ul></body></html> |