ResearchBenchmarksRecursive circuit gate count analysis on LLaMA 7BFollow16,777,216NovaNova15,938,355.216,357,785.616,777,21617,196,646.4May 21, 2026Evaluation ResultsMethodMethodLinksNovaHyperNovaCollapseHN RatioNova RatioNovanmax=4,096nmax=4,0962026.0516,777,216————Collapsenmax=4,096nmax=4,0962026.05——294,9123.156.9HyperNovanmax=4,096nmax=4,0962026.05—921,600———