Causal Discovery on Insurance
85F1 ScoreL-MARVEL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| L-MARVELSample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 85 | 97 | 76 | — | — | 272 | 0.03 | — | — | — | |
| MBCS*Sample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 80 | 98 | 68 | — | — | 640 | 0.12 | — | — | — | |
| RFCISample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 76 | 99 | 63 | — | — | 947 | 0.14 | — | — | — | |
| FCISample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 75 | 99 | 61 | — | — | 7,117 | 1.13 | — | — | — | |
| M3HCSample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 75 | 99 | 62 | — | — | 896 | 13.66 | — | — | — | |
| QACDT_max=202026.04 | 73.61 | — | — | — | 56.92 | — | — | — | 8.7462 | 8.8577 | |
| MPC2026.04 | 67.48 | — | — | — | 65 | — | — | — | 10.3769 | 10.3885 | |
| PC2026.04 | 66.64 | — | — | — | 68.46 | — | — | — | 10.8 | 10.8154 | |
| MMHC2026.04 | 63.35 | — | — | — | 80 | — | — | — | 9.5923 | 10.6923 | |
| IRISModel=GPT-4o2025.10 | 53 | 61 | 46 | 49 | 47 | — | — | — | — | — | |
| RAGMode=Retrieval-Augmented Generation2025.10 | 42 | 44 | 40 | 67 | 57 | — | — | — | — | — | |
| CoTMode=Chain-of-Thought2025.10 | 39 | 41 | 38 | 65 | 61 | — | — | — | — | — | |
| 0-shotMode=zero-shot2025.10 | 36 | 35 | 38 | 69 | 65 | — | — | — | — | — | |
| CausalSAGEVariables=27, Random Seed=5, Prior=LLM Prior2026.03 | — | — | — | — | — | — | — | 21 | — | — | |
| CausalSAGEVariables=27, Random Seed=5, Prior=Random Prior2026.03 | — | — | — | — | — | — | — | 13 | — | — | |
| FCI + LLMVariables=27, Random Seed=52026.03 | — | — | — | — | — | — | — | 23 | — | — | |
| FCI(RFCI)Variables=27, Random Seed=52026.03 | — | — | — | — | — | — | — | 32 | — | — |