Medical Diagnosis on RareBench Dirichlet α=0.3 partition
68AccuracyMedLatentDx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedLatentDxModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 68 | 50 | 72 | |
| MedLatentDxModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 63 | 47 | 68 | |
| Global RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 56 | 44 | 67 | |
| Struct. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 53 | 41 | 58 | |
| LatentMASModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 51 | 39 | 61 | |
| Single RAGModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 47 | 34 | 63 | |
| Raw KVModel=Qwen3-4B, Collaboration Strategy=Latent communication2026.06 | 47 | 38 | 67 | |
| Dist. RAGModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 46 | 33 | 56 | |
| TextMASModel=Qwen3-4B, Collaboration Strategy=Text / structured sharing2026.06 | 40 | 30 | 58 | |
| Single RAGModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 40 | 25 | 56 | |
| Dist. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 35 | 33 | 47 | |
| Struct. RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 35 | 23 | 46 | |
| TextMASModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 30 | 20 | 46 | |
| Raw KVModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 26 | 23 | 40 | |
| LatentMASModel=Llama-3.2-3B, Collaboration Strategy=Latent communication2026.06 | 26 | 23 | 42 | |
| Global RAGModel=Llama-3.2-3B, Collaboration Strategy=Text / structured sharing2026.06 | 23 | 19 | 39 | |
| Zero-shotModel=Qwen3-4B, Collaboration Strategy=Non-collaborative2026.06 | 11 | 8 | 30 | |
| Zero-shotModel=Llama-3.2-3B, Collaboration Strategy=Non-collaborative2026.06 | 2 | 1 | 21 |