Medical Diagnosis on Phenopacket Dirichlet α=0.3 partition
72AccuracyMedLatentDx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedLatentDxModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 72 | 71 | 0.77 | |
| Struct. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 59 | 49 | 0.71 | |
| MedLatentDxModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 58 | 55 | 0.67 | |
| Global RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 56 | 49 | 0.7 | |
| Dist. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 54 | 47 | 0.67 | |
| Raw KVModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 48 | 40 | 0.65 | |
| LatentMASModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 47 | 38 | 0.65 | |
| Dist. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 47 | 40 | 0.61 | |
| Global RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 44 | 36 | 0.62 | |
| TextMASModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 40 | 33 | 0.58 | |
| Struct. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 39 | 31 | 0.62 | |
| Single RAGModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 37 | 30 | 0.5 | |
| Raw KVModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 33 | 29 | 0.54 | |
| LatentMASModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 32 | 29 | 0.55 | |
| Single RAGModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 29 | 21 | 0.44 | |
| TextMASModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 26 | 19 | 0.41 | |
| Zero-shotModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 1 | 1 | 0.18 | |
| Zero-shotModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 0 | 0 | 0.1 |