List your company

LLM Routing on Magpie Out-of-Domain

74.08AUROCProbeDirichlet
35.610445.597755.58565.5723Feb 12, 2026

Evaluation results

MethodLinks
ProbeDirichletsignal_modality=Hidden-state2026.0274.08
EmbeddingMLPsignal_modality=Embedding-based2026.0268.97
MaxLogitssignal_modality=Logit-based2026.0260.86
SemanticEntropysignal_modality=Verbose-based2026.0258.82
Entropysignal_modality=Logit-based2026.0252.62
ConfidenceMarginsignal_modality=Logit-based2026.0243.08
SelfAsksignal_modality=Verbose-based2026.0237.09