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ResearchFormerly WizWand

Mathematics on AIME 26

70AccuracyAutoGen
11.063226.364141.66556.9659Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AutoGenBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0470
Agent FrameworkBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0463.33
LobsterBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0460
LangGraphBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0460
Agent Q-MixBase Model=GPT-OSS:120B2026.0460
AutoGenBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0460
Agent Q-MixBase Model=Gemini-3.1-Flash-Lite2026.0460
Agent FrameworkBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0456.67
GTDBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0446.67
GPTSwarmBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0443.33
G-DesignerBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0443.33
TopoDIMBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0443.33
GTDBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0440
GPTSwarmBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0440
MaASBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0440
LLM-DebateBase Model=GPT-OSS:120B, Framework Category=Static multi-agent2026.0436.67
G-DesignerBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0436.67
LobsterBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0436.67
LangGraphBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0436.67
MaASBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0433.33
AgentDropoutBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0433.33
AgentDropoutBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0430
TopoDIMBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0426.67
Base (direct)Base Model=GPT-OSS:120B, Framework Category=Single-agent baseline2026.0420
LLM-DebateBase Model=Gemini-3.1-Flash-Lite, Framework Category=Static multi-agent2026.0420
Base (direct)Base Model=Gemini-3.1-Flash-Lite, Framework Category=Single-agent baseline2026.0413.33