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Causal Discovery on CausalMan Small

48.3F1 Score

CAST (HITL)

Updated 23d ago

Evaluation Results

Method	Links
CAST (HITL) 2026.07		48.3	60.8	40.2	102.4	1,856.65
CAST 2026.07		48.3	60.8	-	102.4	-
CAST (RAG) 2026.07		42.6	65.6	33.5	111.4	944.92
CAST 2026.07		42.6	65.6	-	111.4	-
CAST (HITL+RAG) 2026.07		42.4	72.4	30.7	103	1,064.03
CAST 2026.07		42.4	72.4	-	103	-
CAST (HITL) 2026.07		30.4	48.5	22.4	112.2	254.66
CausalSteward 2026.07		30.4	48.5	-	112.2	-
CAST (HITL+RAG) 2026.07		30.3	45.4	22.8	118.4	316.65
CausalSteward 2026.07		30.3	45.4	-	118.4	-
LLM-BFS 2026.07		28.3	100	-	315.2	-
LLM-BFS 2026.07		28.3	100	-	315.2	-
CAST (RAG) 2026.07		23.5	37.3	17.8	121.4	455.31
CausalSteward 2026.07		23.5	37.3	-	121.4	-
Pairwise 2026.07		15.3	9.3	-	583.5	-
Pairwise 2026.07		15.3	9.3	-	583.5	-
CAST (HITL+RAG) 2026.07		14.2	21.7	10.5	140.4	1,630.19
CAST 2026.07		14.2	21.7	-	140.4	-
CAST (HITL) 2026.07		13.9	32.6	9.6	126.8	1,456.33
CAST 2026.07		13.9	32.6	-	126.8	-
Pairwise 2026.07		12.6	7.4	42.1	710	-
CAST (RAG) 2026.07		11.3	16.9	8.9	145	913.15
CAST 2026.07		11.3	16.9	-	145	-
CausalCopilot 2026.07		7.8	26	4.8	117.4	-
CausalCopilot 2026.07		7.8	26	-	117.4	-
XGES 2026.07		5.6	3.7	11.4	448.8	25,173.8
XGES 2026.07		5.6	3.7	-	448.8	-
BOSS 2026.07		5.4	2.9	-	864.2	-
BOSS 2026.07		5.4	2.9	-	864.2	-
FCI 2026.07		2.8	2.1	4.3	221.4	9.37
FCI 2026.07		2.8	2.1	-	221.4	-
GranDAG 2026.07		0.2	1.8	0.2	113.4	333.43
GranDAG 2026.07		0.2	1.8	-	113.4	-