Bayesian Network Structure Discovery on Alarm (SHD, NHD)
22SHDLLM-CD(HC)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM-CD(HC)Category=Hybrid, # Sample=1002025.11 | 22 | 0.219 | |
| LLM-CD(HC)Category=Hybrid, Sample Size=1002025.11 | 22 | 0.219 | |
| ReActBNCategory=Hybrid, # Sample=1002025.11 | 35.4 | 0.024 | |
| ReActBNCategory=Hybrid, Sample Size=1002025.11 | 35.4 | 0.024 | |
| BFSPromptCategory=LLM, # Sample=02025.11 | 36.2 | 0.026 | |
| BFSPromptCategory=LLM, Sample Size=02025.11 | 36.2 | 0.026 | |
| PromptBNCategory=LLM, # Sample=02025.11 | 41.8 | 0.031 | |
| PromptBNCategory=LLM, Sample Size=02025.11 | 41.8 | 0.031 | |
| BFSPrompt+DataCategory=Hybrid, # Sample=1002025.11 | 42 | 0.03 | |
| BFSPrompt+DataCategory=Hybrid, Sample Size=1002025.11 | 42 | 0.03 | |
| rBFchi2Category=Data, Sample Size=1002025.11 | 42.7 | — | |
| PromptBN+RandomChoiceCategory=Hybrid, # Sample=1002025.11 | 43 | 0.031 | |
| PromptBN+RandomChoiceCategory=Hybrid, Sample Size=1002025.11 | 43 | 0.031 | |
| PromptBN+HCCategory=Hybrid, # Sample=1002025.11 | 43.6 | 0.028 | |
| PromptBN+HCCategory=Hybrid, Sample Size=1002025.11 | 43.6 | 0.028 | |
| rIeBCategory=Data, Sample Size=1002025.11 | 44.5 | — | |
| PC-StableCategory=Data, Sample Size=1002025.11 | 46 | 0.037 | |
| RAI-BFCategory=Data, Sample Size=1002025.11 | 48.4 | — | |
| HCCategory=Data, Sample Size=1002025.11 | 50 | 0.04 | |
| GESCategory=Data, Sample Size=1002025.11 | 50 | 0.042 | |
| PairwisePromptCategory=LLM, # Sample=02025.11 | 60 | 0.044 | |
| Scalability (GPT-4)Category=LLM, # Sample=02025.11 | 60 | — | |
| PairwisePromptCategory=LLM, Sample Size=02025.11 | 60 | 0.044 | |
| Scalability (GPT-4)Category=LLM, Sample Size=02025.11 | 60 | — | |
| PairwisePrompt+DataCategory=Hybrid, # Sample=1002025.11 | 69.4 | 0.051 | |
| PairwisePrompt+DataCategory=Hybrid, Sample Size=1002025.11 | 69.4 | 0.051 |