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Benchmarks
LLM Routing on MMLU Pro Others (Out-of-Domain)
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0.6242
LPM
ProbeDirichlet
0.583224
0.593862
0.6045
0.615138
Feb 12, 2026
LPM
MPM
HCR
Updated 4d ago
Evaluation Results
Method
Method
Links
LPM
MPM
HCR
ProbeDirichlet
Signal Modality=Hidden...
2026.02
0.6242
0.7173
0.1483
SelfAsk
Signal Modality=Verbos...
2026.02
0.5999
0.7041
0.1183
SemanticEntropy
Signal Modality=Verbos...
2026.02
0.5985
0.701
0.125
Entropy
Signal Modality=Logit-...
2026.02
0.5918
0.6981
0.105
EmbeddingMLP
Signal Modality=Embedd...
2026.02
0.5901
0.696
0.115
ConfidenceMargin
Signal Modality=Logit-...
2026.02
0.586
0.692
0.0817
MaxLogits
Signal Modality=Logit-...
2026.02
0.5848
0.6911
0.0833
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