Bayesian network structure discovery on Insurance
35.6SHDPromptBN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PromptBNCategory=LLM, # Sample=02025.11 | 35.6 | 4.4 | |
| PromptBNCategory=LLM, Sample Size=02025.11 | 35.6 | 4.4 | |
| PairwisePromptCategory=LLM, # Sample=02025.11 | 37.6 | 4.4 | |
| PairwisePromptCategory=LLM, Sample Size=02025.11 | 37.6 | 4.4 | |
| ReActBNCategory=Hybrid, # Sample=1002025.11 | 40.2 | 4.9 | |
| ReActBNCategory=Hybrid, Sample Size=1002025.11 | 40.2 | 4.9 | |
| PromptBN+RandomChoiceCategory=Hybrid, # Sample=1002025.11 | 43.4 | 5.6 | |
| PromptBN+RandomChoiceCategory=Hybrid, Sample Size=1002025.11 | 43.4 | 5.6 | |
| PairwisePrompt+DataCategory=Hybrid, # Sample=1002025.11 | 44.4 | 5.5 | |
| PairwisePrompt+DataCategory=Hybrid, Sample Size=1002025.11 | 44.4 | 5.5 | |
| PromptBN+HCCategory=Hybrid, # Sample=1002025.11 | 46.6 | 5.5 | |
| PromptBN+HCCategory=Hybrid, Sample Size=1002025.11 | 46.6 | 5.5 | |
| BFSPromptCategory=LLM, # Sample=02025.11 | 48.4 | 5.8 | |
| BFSPromptCategory=LLM, Sample Size=02025.11 | 48.4 | 5.8 | |
| rIeBCategory=Data, Sample Size=1002025.11 | 48.9 | — | |
| rBFchi2Category=Data, Sample Size=1002025.11 | 50.1 | — | |
| BFSPrompt+DataCategory=Hybrid, # Sample=1002025.11 | 50.4 | 6.1 | |
| BFSPrompt+DataCategory=Hybrid, Sample Size=1002025.11 | 50.4 | 6.1 | |
| PC-StableCategory=Data, Sample Size=1002025.11 | 51 | 7.3 | |
| Scalability (GPT-4)Category=LLM, # Sample=02025.11 | 52 | — | |
| Scalability (GPT-4)Category=LLM, Sample Size=02025.11 | 52 | — | |
| HCCategory=Data, Sample Size=1002025.11 | 54 | 6.7 | |
| RAI-BFCategory=Data, Sample Size=1002025.11 | 54.9 | — | |
| LLM-CD(HC)Category=Hybrid, # Sample=1002025.11 | 65 | 8.9 | |
| LLM-CD(HC)Category=Hybrid, Sample Size=1002025.11 | 65 | 8.9 | |
| GESCategory=Data, Sample Size=1002025.11 | 72 | 9.9 |