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ResearchFormerly WizWand

Medical Reasoning Accuracy on DDXPlus

83.37Accuracy (DDXPlus)DMoA
47.937257.136166.33575.5339Aug 11, 2025Sep 26, 2025Nov 11, 2025Dec 27, 2025Feb 11, 2026Mar 29, 2026May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DMoABackbone=gpt-oss-120b, Evaluation Paradigm=few-shot2026.0583.37
SafeSieveBackbone=gpt-oss-120b2026.0577.94
MDAgentsBase Model=GPT-4o2025.0877.9
SpecReasonBackbone=gpt-oss-120b2026.0576.58
G-DesignerBackbone=gpt-oss-120b, Evaluation Paradigm=few-shot2026.0576.42
ARG-DesignerBackbone=gpt-oss-120b, Evaluation Paradigm=few-shot2026.0576.03
GPTSwarmBackbone=gpt-oss-120b2026.0575.57
STEERBackbone=gpt-oss-120b2026.0575.2
TMA-AllComponBase Model=GPT-4o2025.0874.9
AFlowBackbone=gpt-oss-120b2026.0574.25
Single-Agent BestBase Model=Gemma-3-4B2025.0872.1
MoABackbone=gpt-oss-120b2026.0571.85
AutoGenBackbone=gpt-oss-120b2026.0571.83
LLM-DebateBackbone=gpt-oss-120b2026.0571.33
Random GraphBackbone=gpt-oss-120b2026.0570.44
Complete GraphBackbone=gpt-oss-120b2026.0570.35
TMA-AllComponBase Model=MedGemma-4B2025.0870.2
TreeBackbone=gpt-oss-120b2026.0569.25
MedAgentsBase Model=Gemma-3-4B2025.0869.1
StarBackbone=gpt-oss-120b2026.0568.25
ReConcileBase Model=GPT-4o2025.0868
TMA-AllComponBase Model=Gemma-3-4B2025.0867.3
MedAgentsBase Model=GPT-4o2025.0866.6
SCBackbone=gpt-oss-120b2026.0566.43
DyLANBase Model=Gemma-3-4B2025.0865.6
TMA-AllComponBase Model=Gemma-3-4B2025.0865.3
ChainBackbone=gpt-oss-120b2026.0565.28
CoTBackbone=gpt-oss-120b2026.0564.22
MedAgentsBase Model=Gemma-3-4B2025.0861
DyLanBase Model=Gemma-3-4B2025.0860
ReConcileBase Model=Gemma-3-4B2025.0858
VanillaBackbone=gpt-oss-120b2026.0556.4
DyLANBase Model=GPT-4o2025.0856
ReConcileBase Model=Gemma-3-4B2025.0854
MDAgentsBase Model=Gemma-3-4B2025.0852.6
MDAgentsBase Model=Gemma-3-4B2025.0849.3