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ResearchFormerly WizWand

Mathematical Proficiency on AGIEval MATH Level-5

64.45AccuracyHierarchical MAS + MASPO
54.299656.934859.5762.2052May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Hierarchical MAS + MASPOPrompt Opt.=true, Joint Opt.=true2026.0564.45
Hierarchical MAS + SPOPrompt Opt.=true, Joint Opt.=false2026.0563.41
Sequential MAS + MASPOPrompt Opt.=true, Joint Opt.=true2026.0561.98
Hierarchical MAS + TPEPrompt Opt.=true, Joint Opt.=false2026.0560.68
Sequential MAS + SPOPrompt Opt.=true, Joint Opt.=false2026.0560.13
AgentDropoutPrompt Opt.=false, Joint Opt.=false2026.0559.77
Sequential MASPrompt Opt.=false, Joint Opt.=false2026.0559.38
Hierarchical MASPrompt Opt.=false, Joint Opt.=false2026.0559.38
Sequential MAS + TPEPrompt Opt.=true, Joint Opt.=false2026.0558.73
SC (CoT)Prompt Opt.=false, Joint Opt.=false2026.0556.64
Self-RefinePrompt Opt.=false, Joint Opt.=false2026.0556.52
VanillaPrompt Opt.=false, Joint Opt.=false2026.0555.86
CoTPrompt Opt.=false, Joint Opt.=false2026.0554.69