# Generative Engine Optimization on GEO-Bench Source: [Generative Engine Optimization on GEO-Bench]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:51:03.877Z Evaluation of Generative Engine Optimization performance on the GEO-Bench dataset, utilizing metrics such as 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) | GEO-Bench | | Metric | WLV | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 | 4.81 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO | 4.27 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO (w/o Engine Preference) | 2.33 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO (w/o Engine Preference) | 1.87 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO (w/o Skill Bank) | 1.79 | Not recorded | 69e85bf67d0172140ec81283 | | Citing Source | 1.65 | Not recorded | 69e85bf67d0172140ec81283 | | MAGEO (w/o Skill Bank) | 1.57 | Not recorded | 69e85bf67d0172140ec81283 | | More Quotes | 1.54 | Not recorded | 69e85bf67d0172140ec81283 | | More Quotes | 1.29 | Not recorded | 69e85bf67d0172140ec81283 | | SEO Optimize | 1.27 | Not recorded | 69e85bf67d0172140ec81283 | | Simple Language | 1.25 | Not recorded | 69e85bf67d0172140ec81283 | | Authoritative | 1.23 | Not recorded | 69e85bf67d0172140ec81283 | | Stats Optimization | 1.19 | Not recorded | 69e85bf67d0172140ec81283 | | Technical Terms | 1.16 | Not recorded | 69e85bf67d0172140ec81283 | | Citing Source | 1.14 | Not recorded | 69e85bf67d0172140ec81283 | | Technical Terms | 1.04 | Not recorded | 69e85bf67d0172140ec81283 | | None | 1 | Not recorded | 69e85bf67d0172140ec81283 | | None | 1 | Not recorded | 69e85bf67d0172140ec81283 | | Stats Optimization | 0.98 | Not recorded | 69e85bf67d0172140ec81283 | | Unique Words | 0.93 | Not recorded | 69e85bf67d0172140ec81283 | | Simple Language | 0.92 | Not recorded | 69e85bf67d0172140ec81283 | | Fluent | 0.88 | Not recorded | 69e85bf67d0172140ec81283 | | SEO Optimize | 0.84 | Not recorded | 69e85bf67d0172140ec81283 | | Authoritative | 0.82 | Not recorded | 69e85bf67d0172140ec81283 | | Unique Words | 0.8 | Not recorded | 69e85bf67d0172140ec81283 | | Fluent | 0.78 | Not recorded | 69e85bf67d0172140ec81283 | ### MAGEO WLV: 4.81. Result ID: 69e9dd6a47f34ce924d121a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### MAGEO WLV: 4.27. Result ID: 69e9dd6a47f34ce924d121a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### MAGEO (w/o Engine Preference) WLV: 2.33. Result ID: 69e9dd6a47f34ce924d121aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### MAGEO (w/o Engine Preference) WLV: 1.87. Result ID: 69e9dd6a47f34ce924d121a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### MAGEO (w/o Skill Bank) WLV: 1.79. Result ID: 69e9dd6a47f34ce924d121ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Citing Source WLV: 1.65. Result ID: 69e9dd6a47f34ce924d1219d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### MAGEO (w/o Skill Bank) WLV: 1.57. Result ID: 69e9dd6a47f34ce924d121ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### More Quotes WLV: 1.54. Result ID: 69e9dd6a47f34ce924d1219c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### More Quotes WLV: 1.29. Result ID: 69e9dd6a47f34ce924d1219b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### SEO Optimize WLV: 1.27. Result ID: 69e9dd6a47f34ce924d121a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Simple Language WLV: 1.25. Result ID: 69e9dd6a47f34ce924d1219f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### Authoritative WLV: 1.23. Result ID: 69e9dd6a47f34ce924d1219a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Stats Optimization WLV: 1.19. Result ID: 69e9dd6a47f34ce924d121a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Technical Terms WLV: 1.16. Result ID: 69e9dd6a47f34ce924d121a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### Citing Source WLV: 1.14. Result ID: 69e9dd6a47f34ce924d1219e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Technical Terms WLV: 1.04. Result ID: 69e9dd6a47f34ce924d121a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### None WLV: 1. Result ID: 69e9dd6a47f34ce924d12193. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### None WLV: 1. Result ID: 69e9dd6a47f34ce924d12194. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Stats Optimization WLV: 0.98. Result ID: 69e9dd6a47f34ce924d121a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### Unique Words WLV: 0.93. Result ID: 69e9dd6a47f34ce924d12197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### Simple Language WLV: 0.92. Result ID: 69e9dd6a47f34ce924d121a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Fluent WLV: 0.88. Result ID: 69e9dd6a47f34ce924d12195. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### SEO Optimize WLV: 0.84. Result ID: 69e9dd6a47f34ce924d121a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### Authoritative WLV: 0.82. Result ID: 69e9dd6a47f34ce924d12199. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT 5.2"}. This record does not assert independent reproduction. ### Unique Words WLV: 0.8. Result ID: 69e9dd6a47f34ce924d12198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. ### Fluent WLV: 0.78. Result ID: 69e9dd6a47f34ce924d12196. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3 Pro"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.