Medical Diagnosis on Overall Dirichlet α=0.3 partition
70AccuracyMedLatentDx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedLatentDxModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 70 | 65 | 75 | |
| MedLatentDxModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 59 | 51 | 67 | |
| Global RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 56 | 47 | 68 | |
| Struct. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 55 | 44 | 65 | |
| Dist. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 53 | 43 | 63 | |
| Raw KVModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 49 | 39 | 64 | |
| LatentMASModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 48 | 38 | 63 | |
| Dist. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 42 | 36 | 57 | |
| Global RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 38 | 32 | 56 | |
| TextMASModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 37 | 31 | 56 | |
| Struct. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 37 | 28 | 61 | |
| Single RAGModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 34 | 28 | 50 | |
| Raw KVModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 30 | 26 | 51 | |
| LatentMASModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 29 | 27 | 52 | |
| Single RAGModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 26 | 19 | 42 | |
| TextMASModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 25 | 19 | 40 | |
| Zero-shotModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 3 | 2 | 24 | |
| Zero-shotModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 1 | 0 | 11 |