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ResearchFormerly WizWand

Mathematics on Beyond

42AccuracyAgent Q-Mix
13.9221.2128.535.79Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Agent Q-MixBase Model=GPT-OSS:120B2026.0442
AutoGenBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0437
GTDBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0435
TopoDIMBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0434
Agent Q-MixBase Model=Gemini-3.1-Flash-Lite2026.0434
Agent FrameworkBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0433
G-DesignerBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0432
Agent FrameworkBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0432
TopoDIMBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0432
GTDBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0431
GPTSwarmBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0430
AgentDropoutBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0429
LLM-DebateBase Model=GPT-OSS:120B, Framework Category=Static multi-agent2026.0428
MaASBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0427
G-DesignerBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0427
MaASBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0427
LangGraphBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0425
AutoGenBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0425
LobsterBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0424
LangGraphBase Model=Gemini-3.1-Flash-Lite, Framework Category=Commercial Framework (multi-agent mode)2026.0424
AgentDropoutBase Model=GPT-OSS:120B, Framework Category=Adaptive topology methods2026.0422
Base (direct)Base Model=Gemini-3.1-Flash-Lite, Framework Category=Single-agent baseline2026.0422
GPTSwarmBase Model=Gemini-3.1-Flash-Lite, Framework Category=Adaptive topology methods2026.0420
Base (direct)Base Model=GPT-OSS:120B, Framework Category=Single-agent baseline2026.0418
LLM-DebateBase Model=Gemini-3.1-Flash-Lite, Framework Category=Static multi-agent2026.0418
LobsterBase Model=GPT-OSS:120B, Framework Category=Commercial Framework (multi-agent mode)2026.0415