Causal Discovery on Child discrete (test)
56PrecisionSCD-LLM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SCD-LLMArchitecture=Single LLM refinement2024.12 | 56 | 54 | 2 | 19 | 4 | |
| ReAct2024.12 | 56 | 54 | 2 | 19 | 4 | |
| MATMCD-REK=22024.12 | 56 | 54 | 2 | 19 | 4 | |
| LLM-KBCIPrompting=ZSCOT two-stage2024.12 | 48 | 50 | 3 | 20 | 5 | |
| MATMCDK=12024.12 | 48 | 50 | 3 | 20 | 5 | |
| LLM-KBCI-RAFramework=ReAct2024.12 | 44 | 46 | 4 | 21 | 5 | |
| LLM-KBCI-REReasoning=Top-K Guess, K=22024.12 | 40 | 42 | 4 | 22 | 5 | |
| Exact Search2024.12 | 35 | 28 | 2 | 19 | 4 | |
| PC2024.12 | 30 | 34 | 6 | 24 | 6 | |
| DirectLiNGAM2024.12 | 29 | 36 | 7 | 33 | 8 | |
| Efficient-CDLMsPrompting=BFS-based2024.12 | 21 | 20 | 4.8 | 37 | 9 |