Generative Engine Optimization on MSME-GEO-Bench benchmark leaderboard · SOTA2 Research

Generative Engine Optimization on MSME-GEO-Bench

5.3WLVMAGEO

Evaluation Results

Method	Links
MAGEO2026.04		5.3	5.3	7.44	8.17	8.03	7.93	7.54	7.11
MAGEO2026.04		4.52	4.52	6.93	7.82	7.96	8.17	7.85	7.54
MAGEO (w/o Engine Preference)2026.04		2.4	2.41	7.12	7.61	7.86	7.73	7.43	6.99
MAGEO (w/o Engine Preference)2026.04		2.08	2.1	6.64	7.76	7.93	7.96	7.47	7.04
MAGEO (w/o Skill Bank)2026.04		1.73	1.77	6.74	7.42	7.72	7.59	6.83	6.64
MAGEO (w/o Skill Bank)2026.04		1.41	1.57	6.52	7.44	7.72	7.62	7.15	6.92
More Quotes2026.04		1.33	1.37	5.64	7.53	7.63	7.63	7.05	6.52
Authoritative2026.04		1.29	1.29	5.43	7.52	7.24	7.43	6.97	6.65
Technical Terms2026.04		1.29	1.29	6.73	7.57	7.24	6.71	6.54	6.82
Stats Optimization2026.04		1.25	1.25	6.84	7.43	7.32	7.24	6.73	6.59
Citing Source2026.04		1.22	0.99	6.71	7.41	7.65	7.15	7.46	6.83
Simple Language2026.04		1.14	1.23	5.62	7.55	8.12	7.85	6.83	6.35
SEO Optimize2026.04		1.13	1.16	6.27	7.53	7.95	6.95	6.87	6.64
Citing Source2026.04		1.08	1.1	5.75	7.41	7.25	7.38	7.07	6.95
More Quotes2026.04		1.03	1.12	6.61	7.11	7.33	7.54	7.45	6.38
None2026.04		1	1.33	5.82	7.37	7.21	7.05	7.12	6.61
None2026.04		1	1	6.44	7.33	7.82	7.55	6.77	6.56
Authoritative2026.04		0.98	1.07	6.93	7.53	7.87	6.64	6.87	6.95
Fluent2026.04		0.92	0.93	6.5	7.55	7.63	6.7	6.54	6.95
Stats Optimization2026.04		0.92	0.94	5.66	7.53	7.05	6.96	6.96	6.77
Technical Terms2026.04		0.88	0.88	5.35	7.47	7.14	7.25	7.15	6.64
Unique Words2026.04		0.87	1.17	6.44	7.47	7.25	6.44	6.77	6.52
SEO Optimize2026.04		0.87	0.87	5.61	7.27	7.39	6.97	6.89	6.48
Unique Words2026.04		0.81	0.84	5.84	7.45	7.15	6.95	6.75	6.58
Simple Language2026.04		0.81	0.84	6.64	7.65	7.15	7.46	6.83	7.14
Fluent2026.04		0.78	0.78	5.78	7.57	7.65	7.54	6.95	6.52