LLM Routing on Magpie Out-of-Domain
74.08AUROCProbeDirichlet
Evaluation Results
| Method | Links | |
|---|---|---|
| ProbeDirichletsignal_modality=Hidden-state2026.02 | 74.08 | |
| EmbeddingMLPsignal_modality=Embedding-based2026.02 | 68.97 | |
| MaxLogitssignal_modality=Logit-based2026.02 | 60.86 | |
| SemanticEntropysignal_modality=Verbose-based2026.02 | 58.82 | |
| Entropysignal_modality=Logit-based2026.02 | 52.62 | |
| ConfidenceMarginsignal_modality=Logit-based2026.02 | 43.08 | |
| SelfAsksignal_modality=Verbose-based2026.02 | 37.09 |