Medical Diagnosis on Zenodo Dirichlet α=0.3 partition
66AccuracyMedLatentDx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedLatentDxModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 66 | 59 | 71 | |
| MedLatentDxModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 59 | 55 | 67 | |
| Global RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 56 | 51 | 61 | |
| Dist. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 54 | 45 | 58 | |
| Raw KVModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 52 | 41 | 62 | |
| LatentMASModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 50 | 40 | 61 | |
| Struct. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 45 | 40 | 54 | |
| Dist. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 33 | 30 | 50 | |
| Struct. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 31 | 34 | 66 | |
| Global RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 28 | 33 | 51 | |
| TextMASModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 24 | 29 | 48 | |
| Raw KVModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 22 | 23 | 49 | |
| TextMASModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 21 | 23 | 34 | |
| LatentMASModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 21 | 28 | 50 | |
| Single RAGModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 19 | 20 | 40 | |
| Single RAGModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 8 | 13 | 27 | |
| Zero-shotModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 3 | 5 | 37 | |
| Zero-shotModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 2 | 2 | 9 |