ResearchBenchmarksRecursive Circuit Analysis on GPT-2Recursive Circuit Analysis on GPT-2Follow1,048,576Nova Gate CountNova996,147.21,022,361.61,048,5761,074,790.4May 21, 2026Evaluation resultsMethodMethodLinksNova Gate CountHyperNova Gate CountCollapse Gate CountHN RatioNova RatioNovanmax=1,024nmax=1,0242026.051,048,576————Collapsenmax=1,024nmax=1,0242026.05——71,6802.614.6HyperNovanmax=1,024nmax=1,0242026.05—188,416———