Bayesian network structure discovery on covid
29SHDGES
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GESCategory=Data, Sample Size=1002025.11 | 29 | 0.142 | |
| HCCategory=Data, Sample Size=1002025.11 | 32.6 | 0.156 | |
| ReActBNCategory=Hybrid, # Sample=1002025.11 | 32.8 | 0.164 | |
| ReActBNCategory=Hybrid, Sample Size=1002025.11 | 32.8 | 0.164 | |
| PromptBN+HCCategory=Hybrid, # Sample=1002025.11 | 33.2 | 0.156 | |
| PromptBN+HCCategory=Hybrid, Sample Size=1002025.11 | 33.2 | 0.156 | |
| rBFchi2Category=Data, Sample Size=1002025.11 | 33.6 | — | |
| LLM-CD(HC)Category=Hybrid, # Sample=1002025.11 | 34 | 0.169 | |
| LLM-CD(HC)Category=Hybrid, Sample Size=1002025.11 | 34 | 0.169 | |
| PC-StableCategory=Data, Sample Size=1002025.11 | 36 | 0.16 | |
| PromptBNCategory=LLM, # Sample=02025.11 | 45 | 0.225 | |
| PromptBNCategory=LLM, Sample Size=02025.11 | 45 | 0.225 | |
| rIeBCategory=Data, Sample Size=1002025.11 | 47.2 | — | |
| RAI-BFCategory=Data, Sample Size=1002025.11 | 62.2 | — | |
| BFSPrompt+DataCategory=Hybrid, # Sample=1002025.11 | 65.6 | 0.337 | |
| BFSPrompt+DataCategory=Hybrid, Sample Size=1002025.11 | 65.6 | 0.337 | |
| PairwisePrompt+DataCategory=Hybrid, # Sample=1002025.11 | 69.4 | 0.362 | |
| PairwisePrompt+DataCategory=Hybrid, Sample Size=1002025.11 | 69.4 | 0.362 | |
| BFSPromptCategory=LLM, # Sample=02025.11 | 74.6 | 0.402 | |
| BFSPromptCategory=LLM, Sample Size=02025.11 | 74.6 | 0.401 | |
| PairwisePromptCategory=LLM, # Sample=02025.11 | 82.6 | 0.433 | |
| PairwisePromptCategory=LLM, Sample Size=02025.11 | 82.6 | 0.433 |