# Generative Engine Optimization on MSME-GEO-Bench Qwen-3 Max (test) Source: [Generative Engine Optimization on MSME-GEO-Bench Qwen-3 Max (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:51:03.785Z Evaluation of Generative Engine Optimization performance on the test split of the MSME-GEO-Bench Qwen-3 Max dataset, utilizing metrics including WLV, DPA, CP, SI, AA, FA, KC, and AD. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Generative Engine Optimization | | Dataset (including any stated split) | MSME-GEO-Bench Qwen-3 Max (test) | | Metric | WLV | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [WLV](): Higher is better; unit: SCALAR. - [DPA](): Higher is better; unit: SCALAR. - [CP](): Higher is better; unit: SCALAR. - [SI](): Higher is better; unit: SCALAR. - [AA](): Higher is better; unit: SCALAR. - [FA](): Higher is better; unit: SCALAR. - [KC](): Higher is better; unit: SCALAR. - [AD](): Higher is better; unit: SCALAR. ## Recorded results | Method | WLV | Result date | Report paper | | --- | --- | --- | --- | | MAGEO (Main) | 3.84 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO (w/o Engine Preference) | 1.77 | Not recorded | 69e85bf67d0172140ec81283 | | More Quotes | 1.33 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO (w/o Skill Bank) | 1.2 | Not recorded | 69e85bf67d0172140ec81283 | | Authoritative | 1.1 | Not recorded | 69e85bf67d0172140ec81283 | | None | 1 | Not recorded | 69e85bf67d0172140ec81283 | | Simple Language | 0.97 | Not recorded | 69e85bf67d0172140ec81283 | | Citing Credible | 0.92 | Not recorded | 69e85bf67d0172140ec81283 | | Stats Optimization | 0.78 | Not recorded | 69e85bf67d0172140ec81283 | | Technical Terms | 0.75 | Not recorded | 69e85bf67d0172140ec81283 | | SEO Optimize | 0.74 | Not recorded | 69e85bf67d0172140ec81283 | | Unique Words | 0.69 | Not recorded | 69e85bf67d0172140ec81283 | | Fluent | 0.66 | Not recorded | 69e85bf67d0172140ec81283 | ### MAGEO (Main) WLV: 3.84. Result ID: 69e9dd6a47f34ce924d12176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Multi-Agent GEO with Strategy Learning"}. This record does not assert independent reproduction. ### MAGEO (w/o Engine Preference) WLV: 1.77. Result ID: 69e9dd6a47f34ce924d12177. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation":"Removing the engine preference module"}. This record does not assert independent reproduction. ### More Quotes WLV: 1.33. Result ID: 69e9dd6a47f34ce924d12170. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### MAGEO (w/o Skill Bank) WLV: 1.2. Result ID: 69e9dd6a47f34ce924d12178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation":"Removing the Skill Bank"}. This record does not assert independent reproduction. ### Authoritative WLV: 1.1. Result ID: 69e9dd6a47f34ce924d1216f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### None WLV: 1. Result ID: 69e9dd6a47f34ce924d1216c. [Reporting paper]() Recorded evaluation configuration: {"mode":"Performance without Generative Engine Optimization"}. This record does not assert independent reproduction. ### Simple Language WLV: 0.97. Result ID: 69e9dd6a47f34ce924d12172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### Citing Credible WLV: 0.92. Result ID: 69e9dd6a47f34ce924d12171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### Stats Optimization WLV: 0.78. Result ID: 69e9dd6a47f34ce924d12174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### Technical Terms WLV: 0.75. Result ID: 69e9dd6a47f34ce924d12173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### SEO Optimize WLV: 0.74. Result ID: 69e9dd6a47f34ce924d12175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### Unique Words WLV: 0.69. Result ID: 69e9dd6a47f34ce924d1216e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. ### Fluent WLV: 0.66. Result ID: 69e9dd6a47f34ce924d1216d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"High-Performing Generative Engine Optimization Method"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.