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LLM Routing on MATH Out-of-Domain

73.9AUROCProbeDirichlet
45.92453.18760.4567.713Feb 12, 2026

Evaluation results

MethodLinks
ProbeDirichletsignal_modality=Hidden-state2026.0273.9
EmbeddingMLPsignal_modality=Embedding-based2026.0256.97
Entropysignal_modality=Logit-based2026.0255.3
SemanticEntropysignal_modality=Verbose-based2026.0255.25
ConfidenceMarginsignal_modality=Logit-based2026.0250.05
SelfAsksignal_modality=Verbose-based2026.0249.29
MaxLogitssignal_modality=Logit-based2026.0247