Causal Discovery on Insurance n=27
11SHDCauTion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CauTionMethod Category=Ours2026.06 | 11 | 87.4 | 184 | |
| SCPMethod Category=LLM-augmented2026.06 | 20 | 74 | — | |
| ET-MCMCMethod Category=LLM-augmented2026.06 | 22 | 73.4 | 266 | |
| PCMethod Category=Constraint-based2026.06 | 24 | 67.4 | — | |
| LLM-MECMethod Category=LLM-augmented2026.06 | 24 | 67.7 | — | |
| GESMethod Category=Score-based2026.06 | 27 | 66.7 | — | |
| LLM-BFSMethod Category=LLM-augmented2026.06 | 27 | 71.5 | — | |
| FCIMethod Category=Constraint-based2026.06 | 28 | 71.8 | — | |
| CAMMLMethod Category=Score-based2026.06 | 28 | 58.9 | 338 | |
| CORR-LLMMethod Category=LLM-augmented2026.06 | 31 | 66.5 | 400 | |
| BOSSMethod Category=Score-based2026.06 | 37 | 66.3 | — | |
| GRaSPMethod Category=Score-based2026.06 | 38 | 58.3 | — | |
| DAGMAMethod Category=Continuous optimization2026.06 | 55 | 25.9 | 577 | |
| NOTEARS-MLPMethod Category=Continuous optimization2026.06 | 60 | 20.5 | 593 |