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ResearchFormerly WizWand

Bayesian Network Structure Discovery on Alarm (SHD, NHD)

22SHDLLM-CD(HC)
20.10432.90245.758.498Nov 1, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LLM-CD(HC)Category=Hybrid, # Sample=1002025.11220.219
LLM-CD(HC)Category=Hybrid, Sample Size=1002025.11220.219
ReActBNCategory=Hybrid, # Sample=1002025.1135.40.024
ReActBNCategory=Hybrid, Sample Size=1002025.1135.40.024
BFSPromptCategory=LLM, # Sample=02025.1136.20.026
BFSPromptCategory=LLM, Sample Size=02025.1136.20.026
PromptBNCategory=LLM, # Sample=02025.1141.80.031
PromptBNCategory=LLM, Sample Size=02025.1141.80.031
BFSPrompt+DataCategory=Hybrid, # Sample=1002025.11420.03
BFSPrompt+DataCategory=Hybrid, Sample Size=1002025.11420.03
rBFchi2Category=Data, Sample Size=1002025.1142.7—
PromptBN+RandomChoiceCategory=Hybrid, # Sample=1002025.11430.031
PromptBN+RandomChoiceCategory=Hybrid, Sample Size=1002025.11430.031
PromptBN+HCCategory=Hybrid, # Sample=1002025.1143.60.028
PromptBN+HCCategory=Hybrid, Sample Size=1002025.1143.60.028
rIeBCategory=Data, Sample Size=1002025.1144.5—
PC-StableCategory=Data, Sample Size=1002025.11460.037
RAI-BFCategory=Data, Sample Size=1002025.1148.4—
HCCategory=Data, Sample Size=1002025.11500.04
GESCategory=Data, Sample Size=1002025.11500.042
PairwisePromptCategory=LLM, # Sample=02025.11600.044
Scalability (GPT-4)Category=LLM, # Sample=02025.1160—
PairwisePromptCategory=LLM, Sample Size=02025.11600.044
Scalability (GPT-4)Category=LLM, Sample Size=02025.1160—
PairwisePrompt+DataCategory=Hybrid, # Sample=1002025.1169.40.051
PairwisePrompt+DataCategory=Hybrid, Sample Size=1002025.1169.40.051