Causal Discovery on Cancer
93F1 ScoreReAct
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ReActBackbone=DeepSeek-R12024.07 | 93 | — | — | — | 3 | 0.67 | |
| MACBackbone=DeepSeek-R12024.07 | 90 | — | — | — | 4 | 1 | |
| ReActBackbone=GPT-4o2024.07 | 89 | — | — | — | 4 | 1 | |
| LLM-SCDBackbone=DeepSeek-R12024.07 | 87 | — | — | — | 6 | 1.45 | |
| Zero-shotBackbone=DeepSeek-R12024.07 | 86 | — | — | — | 5 | 1.33 | |
| ILS-CSLBackbone=DeepSeek-R12024.07 | 84 | — | — | — | 7 | 1.83 | |
| MACBackbone=GPT-4o2024.07 | 83 | — | — | — | 7 | 1.67 | |
| LLM-SCDBackbone=GPT-4o2024.07 | 81 | — | — | — | 8 | 1.85 | |
| ReActBackbone=Gemini-2.0-Flash2024.07 | 80 | — | — | — | 8 | 2 | |
| MACBackbone=Gemini-2.0-Flash2024.07 | 80 | — | — | — | 8 | 2 | |
| Zero-shotBackbone=GPT-4o2024.07 | 80 | — | — | — | 8 | 2 | |
| ILS-CSLBackbone=GPT-4o2024.07 | 79 | — | — | — | 9 | 2.1 | |
| LLM-SCDBackbone=Gemini-2.0-Flash2024.07 | 75 | — | — | — | 10 | 2.5 | |
| Zero-shotBackbone=Gemini-2.0-Flash2024.07 | 73 | — | — | — | 12 | 3 | |
| ILS-CSLBackbone=Gemini-2.0-Flash2024.07 | 72 | — | — | — | 12 | 2.8 | |
| IRISModel=GPT-4o2025.10 | 70 | 89 | 57 | 18 | 30 | — | |
| GESBackbone=Gemini-2.0-Flash2024.07 | 62 | — | — | — | 17 | 1.33 | |
| GESBackbone=DeepSeek-R12024.07 | 62 | — | — | — | 17 | 1.33 | |
| GESBackbone=GPT-4o2024.07 | 62 | — | — | — | 17 | 1.33 | |
| RAGMode=Retrieval-Augmented Generation2025.10 | 54 | 70 | 44 | 17 | 49 | — | |
| PCBackbone=Gemini-2.0-Flash2024.07 | 50 | — | — | — | 16 | 2 | |
| PCBackbone=DeepSeek-R12024.07 | 50 | — | — | — | 16 | 2 | |
| PCBackbone=GPT-4o2024.07 | 50 | — | — | — | 16 | 2 | |
| CoTMode=Chain-of-Thought2025.10 | 48 | 67 | 38 | 18 | 54 | — | |
| Exact SearchBackbone=Gemini-2.0-Flash2024.07 | 44 | — | — | — | 17 | 2.33 | |
| Exact SearchBackbone=DeepSeek-R12024.07 | 44 | — | — | — | 17 | 2.33 | |
| Exact SearchBackbone=GPT-4o2024.07 | 44 | — | — | — | 17 | 2.33 | |
| 0-shotMode=zero-shot2025.10 | 43 | 64 | 32 | 14 | 57 | — | |
| LiNGAMBackbone=Gemini-2.0-Flash2024.07 | 43 | — | — | — | 17 | 2.33 | |
| LiNGAMBackbone=DeepSeek-R12024.07 | 43 | — | — | — | 17 | 2.33 | |
| LiNGAMBackbone=GPT-4o2024.07 | 43 | — | — | — | 17 | 2.33 | |
| FCIBackbone=Gemini-2.0-Flash2024.07 | 0 | — | — | — | 16 | 4 | |
| FCIBackbone=DeepSeek-R12024.07 | 0 | — | — | — | 16 | 4 | |
| FCIBackbone=GPT-4o2024.07 | 0 | — | — | — | 16 | 4 |