Generative Engine Optimization on MSME-GEO-Bench Qwen-3 Max (test)
3.84WLVMAGEO (Main)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MAGEO (Main)Strategy=Multi-Agent GEO with Strategy Learning2026.04 | 3.84 | 3.84 | 5.89 | 6.65 | 6.77 | 6.94 | 6.67 | 6.41 | |
| MAGEO (w/o Engine Preference)Ablation=Removing the engine preference module2026.04 | 1.77 | 1.79 | 5.64 | 6.6 | 6.74 | 6.77 | 6.35 | 5.98 | |
| More QuotesType=High-Performing Generative Engine Optimization Method2026.04 | 1.33 | 1.16 | 4.79 | 6.4 | 6.49 | 6.49 | 5.99 | 5.54 | |
| MAGEO (w/o Skill Bank)Ablation=Removing the Skill Bank2026.04 | 1.2 | 1.33 | 5.54 | 6.32 | 6.56 | 6.48 | 6.08 | 5.88 | |
| AuthoritativeType=High-Performing Generative Engine Optimization Method2026.04 | 1.1 | 1.1 | 4.62 | 6.39 | 6.15 | 6.32 | 5.92 | 5.65 | |
| Nonemode=Performance without Generative Engine Optimization2026.04 | 1 | 1 | 1.33 | 6.21 | 6.37 | 5.82 | 5.61 | 6.12 | |
| Simple LanguageType=High-Performing Generative Engine Optimization Method2026.04 | 0.97 | 1.05 | 4.78 | 6.42 | 6.9 | 6.67 | 5.81 | 5.4 | |
| Citing CredibleType=High-Performing Generative Engine Optimization Method2026.04 | 0.92 | 0.94 | 4.89 | 6.3 | 6.16 | 6.27 | 6.01 | 5.91 | |
| Stats OptimizationType=High-Performing Generative Engine Optimization Method2026.04 | 0.78 | 0.8 | 4.81 | 6.4 | 5.99 | 5.92 | 5.92 | 5.75 | |
| Technical TermsType=High-Performing Generative Engine Optimization Method2026.04 | 0.75 | 0.75 | 4.55 | 6.35 | 6.07 | 6.16 | 6.08 | 5.64 | |
| SEO OptimizeType=High-Performing Generative Engine Optimization Method2026.04 | 0.74 | 0.74 | 4.77 | 6.18 | 6.28 | 5.92 | 5.86 | 5.51 | |
| Unique WordsType=High-Performing Generative Engine Optimization Method2026.04 | 0.69 | 0.71 | 4.96 | 6.33 | 6.08 | 5.91 | 5.74 | 5.59 | |
| FluentType=High-Performing Generative Engine Optimization Method2026.04 | 0.66 | 0.66 | 4.91 | 6.43 | 6.5 | 6.41 | 5.91 | 5.34 |