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Mathematical Proficiency on MATH 500 (Accuracy)

78.4Accuracy (MATH 500)Hierarchical MAS + MASPO
74.65675.62876.677.572May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Hierarchical MAS + MASPOPrompt Opt.=true, Joint Opt.=true2026.0578.4
Sequential MAS + MASPOPrompt Opt.=true, Joint Opt.=true2026.0577.8
Hierarchical MAS + SPOPrompt Opt.=true, Joint Opt.=false2026.0577.8
Hierarchical MASPrompt Opt.=false, Joint Opt.=false2026.0577.6
Hierarchical MAS + TPEPrompt Opt.=true, Joint Opt.=false2026.0577.6
Sequential MAS + SPOPrompt Opt.=true, Joint Opt.=false2026.0577.2
AgentDropoutPrompt Opt.=false, Joint Opt.=false2026.0576.8
Self-RefinePrompt Opt.=false, Joint Opt.=false2026.0576.2
Sequential MAS + TPEPrompt Opt.=true, Joint Opt.=false2026.0575.8
SC (CoT)Prompt Opt.=false, Joint Opt.=false2026.0575.5
CoTPrompt Opt.=false, Joint Opt.=false2026.0575.4
Sequential MASPrompt Opt.=false, Joint Opt.=false2026.0575.1
VanillaPrompt Opt.=false, Joint Opt.=false2026.0574.8