Mathematical Proficiency on MATH 500 (Accuracy)
78.4Accuracy (MATH 500)Hierarchical MAS + MASPO
Evaluation Results
| Method | Links | |
|---|---|---|
| Hierarchical MAS + MASPOPrompt Opt.=true, Joint Opt.=true2026.05 | 78.4 | |
| Sequential MAS + MASPOPrompt Opt.=true, Joint Opt.=true2026.05 | 77.8 | |
| Hierarchical MAS + SPOPrompt Opt.=true, Joint Opt.=false2026.05 | 77.8 | |
| Hierarchical MASPrompt Opt.=false, Joint Opt.=false2026.05 | 77.6 | |
| Hierarchical MAS + TPEPrompt Opt.=true, Joint Opt.=false2026.05 | 77.6 | |
| Sequential MAS + SPOPrompt Opt.=true, Joint Opt.=false2026.05 | 77.2 | |
| AgentDropoutPrompt Opt.=false, Joint Opt.=false2026.05 | 76.8 | |
| Self-RefinePrompt Opt.=false, Joint Opt.=false2026.05 | 76.2 | |
| Sequential MAS + TPEPrompt Opt.=true, Joint Opt.=false2026.05 | 75.8 | |
| SC (CoT)Prompt Opt.=false, Joint Opt.=false2026.05 | 75.5 | |
| CoTPrompt Opt.=false, Joint Opt.=false2026.05 | 75.4 | |
| Sequential MASPrompt Opt.=false, Joint Opt.=false2026.05 | 75.1 | |
| VanillaPrompt Opt.=false, Joint Opt.=false2026.05 | 74.8 |