Medical Question Answering on SymCat
91.3AccuracyMulti-Agent Medical Decision Consensus Matrix System
Evaluation results
| Method | Links | |
|---|---|---|
| Multi-Agent Medical Decision Consensus Matrix System2025.12 | 91.3 | |
| TeamMedAgents2025.12 | 88.9 | |
| MDAgents2025.12 | 88.1 | |
| Weighted VotingMulti-Agent Aggregation Method=Weighted Voting2025.12 | 87.2 | |
| Majority VotingMulti-Agent Aggregation Method=Majority Voting2025.12 | 86.7 | |
| Borda CountMulti-Agent Aggregation Method=Borda Count2025.12 | 85.9 | |
| Chain-of-ThoughtPrompting Strategy=Chain-of-Thought2025.12 | 85.3 | |
| Single-AgentEvaluation Protocol=Few-shot2025.12 | 84.1 | |
| Single-AgentEvaluation Protocol=Zero-shot2025.12 | 82 |