Causal Discovery on Neuropathic Pain Dataset (test)
33.4F1 ScoreCausalCopilot
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CausalCopilot2026.07 | 33.4 | 45.7 | 26.4 | 778 | 769 | |
| XGES2026.07 | 30.9 | 44.2 | 23.8 | 786.4 | 520.24 | |
| CAST (HITL)LLM=o3-mini2026.07 | 12.5 | 67.4 | 6.9 | 742.67 | 801.87 | |
| CAST (HITL+RAG)LLM=o3-mini2026.07 | 10.4 | 57.2 | 5.7 | 758.8 | 1,663 | |
| CAST (RAG)LLM=o3-mini2026.07 | 9.5 | 55.2 | 5.3 | 762 | 790.77 | |
| CAST (RAG)LLM=Qwen3-14B2026.07 | 6.4 | 46.5 | 3.5 | 776.6 | 4,672.66 | |
| CAST (RAG)LLM=gpt 4o-mini2026.07 | 4.3 | 15.1 | 2.6 | 850.2 | 3,543.94 | |
| CAST (HITL+RAG)LLM=gpt 4o-mini2026.07 | 3 | 14.5 | 1.7 | 831.4 | 4,115.49 | |
| CAST (HITL)LLM=gpt 4o-mini2026.07 | 2.7 | 23.5 | 1.4 | 797.67 | 4,763 | |
| CAST (HITL+RAG)LLM=Qwen3-14B2026.07 | 1.3 | 15.2 | 0.7 | 795 | 3,250.408 | |
| CAST (HITL)LLM=Qwen3-14B2026.07 | 1.2 | 12.6 | 0.6 | 802.67 | 6,214.86 | |
| GranDAG2026.07 | 0.4 | 0.9 | 0.3 | 993.6 | 30.59 |