LLM Routing on MMLU Pro Others (Out-of-Domain)
0.6242LPMProbeDirichlet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProbeDirichletSignal Modality=Hidden-state2026.02 | 0.6242 | 0.7173 | 0.1483 | |
| SelfAskSignal Modality=Verbose-based2026.02 | 0.5999 | 0.7041 | 0.1183 | |
| SemanticEntropySignal Modality=Verbose-based2026.02 | 0.5985 | 0.701 | 0.125 | |
| EntropySignal Modality=Logit-based2026.02 | 0.5918 | 0.6981 | 0.105 | |
| EmbeddingMLPSignal Modality=Embedding-based2026.02 | 0.5901 | 0.696 | 0.115 | |
| ConfidenceMarginSignal Modality=Logit-based2026.02 | 0.586 | 0.692 | 0.0817 | |
| MaxLogitsSignal Modality=Logit-based2026.02 | 0.5848 | 0.6911 | 0.0833 |