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84.2Accuracy

Multi-Agent Medical Decision Consensus Matrix System

Updated 9d ago

Evaluation Results

Method	Links
Multi-Agent Medical Decision Consensus Matrix System 2025.12		84.2
BFRS 2025.11		82.5
Zero-Shot Predict 2025.11		81.5
Zero-Shot CoT 2025.11		81.5
MIPROv2 2025.11		81.5
HELM Baseline 2025.11		81.2
TeamMedAgents 2025.12		80.3
MDAgents 2025.12		79.6
Weighted Voting 2025.12		78.3
Majority Voting 2025.12		77.1
Borda Count 2025.12		76.8
Chain-of-Thought 2025.12		75.9
Single-Agent 2025.12		74.2
MIPROv2 2025.11		73.4
BFRS 2025.11		72.7
MIPROv2 2025.11		72.7
Single-Agent 2025.12		72.5
Zero-Shot CoT 2025.11		72.1
Zero-Shot CoT 2025.11		71.8
Zero-Shot Predict 2025.11		71.4
BFRS 2025.11		71.4
HELM Baseline 2025.11		71.1
Zero-Shot CoT 2025.11		70.8
MIPROv2 2025.11		69.8
Full FT 2026.04		69.7
BFRS 2025.11		69.5
MPT 2026.04		68.9
BFRS 2025.11		68.5
LoRA 2026.04		67.3
Zero-Shot CoT 2025.11		65.9
Zero-Shot Predict 2025.11		65.3
MIPROv2 2025.11		65.3
Full FT 2026.04		65.1
HELM Baseline 2025.11		64.9
Zero-Shot Predict 2025.11		64.9
MPT 2026.04		64.3
Zero-Shot Predict 2025.11		63.6
PT 2026.04		63.4
HELM Baseline 2025.11		63
Full FT 2026.04		62.7
LoRA 2026.04		62.4
MPT 2026.04		61.6
HELM Baseline 2025.11		60.7
LoRA 2026.04		59.9
MA-RAG-ext 2026.02		59.1
PT 2026.04		58.3
MA-RAG-int 2026.02		57.1
Multi-Refine 2026.02		55.8
PT 2026.04		55.6
UltraMedical-3.1-8B 2026.02		54.5
Zero-Shot CoT 2025.11		52.6
FL-RAG 2026.02		52.3
SC 2026.02		51.9
FLARE 2026.02		51.9
BFRS 2025.11		51.9
FS-RAG 2026.02		51.3
Qwen3-8B 2026.02		51
HuatuoGPT-o1-8B 2026.02		50.6
CoT 2026.02		50.6
MIPROv2 2025.11		50.3
SR-RAG 2026.02		49.4
TC-RAG 2026.02		49
Llama-3.1-8B 2026.02		47.1
Zero-Shot Predict 2025.11		43.5
HELM Baseline 2025.11		41.9