Causal graph annotation accuracy on Synthetic causal graphs Phase 1 generator benchmark leaderboard · SOTA2 Research

Causal graph annotation accuracy on Synthetic causal graphs Phase 1 generator

100F1 Score (Graph)Template-based

Evaluation Results

Method	Links
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
Template-based2026.04		100	0	0
iTAG2026.04		98	0.4	0.2
iTAG2026.04		97	0.6	0.3
iTAG2026.04		96	0.8	0.4
iTAG2026.04		95	1	0.5
iTAG2026.04		94	1.2	0.6
iTAG2026.04		94	1.4	0.7
iTAG2026.04		93	1.6	0.8
iTAG2026.04		92	1.9	0.9
LLM+ID2026.04		79	2.8	2.3
LLM+CA2026.04		77	3	2.5
LLM+ID2026.04		75	3.8	3.4
LLM+CA2026.04		73	4	3.6
LLM-dependent2026.04		72	3.5	3
LLM+ID2026.04		71	5.1	4.7
LLM+CA2026.04		69	5.4	4.9
LLM-dependent2026.04		68	4.7	4.1
LLM+ID2026.04		68	6.3	5.9
LLM+CA2026.04		66	6.6	6.1
LLM+ID2026.04		65	7.7	7.2
LLM-dependent2026.04		64	6	5.5
LLM+CA2026.04		63	8	7.5
LLM+ID2026.04		62	9.1	8.6
LLM-dependent2026.04		60	7.3	6.8
LLM+CA2026.04		60	9.4	8.9
LLM+ID2026.04		59	10.3	9.8
LLM-dependent2026.04		57	8.7	8.2
LLM+CA2026.04		57	10.7	10.2
LLM+ID2026.04		56	11.8	11.2
LLM-dependent2026.04		54	10.1	9.7
LLM+CA2026.04		54	12.1	11.6
LLM-dependent2026.04		51	11.5	11
LLM-dependent2026.04		48	13	12.5