# Contextual Knowledge Adaptation (Multi-Semantic) on GENIUS Source: [Contextual Knowledge Adaptation (Multi-Semantic) on GENIUS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:45.565Z Evaluation of model performance on the Contextual Knowledge Adaptation (Multi-Semantic) task using the GENIUS dataset, measured by RC, VC, and AQ scores. 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 | Contextual Knowledge Adaptation (Multi-Semantic) | | Dataset (including any stated split) | GENIUS | | Metric | RC | | Unit | PERCENT | | 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 - [RC](): Higher is better; unit: PERCENT. - [VC](): Higher is better; unit: PERCENT. - [AQ](): Higher is better; unit: PERCENT. ## Recorded results | Method | RC | Result date | Report paper | | --- | --- | --- | --- | | Nano Banana Pro | 35.45 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | SeeDream 4.5 | 35 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | Ours | 34.22 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | Bagel | 33.49 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | Emu3.5-Image | 32.87 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | SeeDream 4.0 | 30.73 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | Nano Banana | 30.28 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | FLUX.2-dev | 29.82 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | GPT-Image | 28.64 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | Qwen-Image | 25.91 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | Omini-Gen2 | 19.27 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | GLM-Image | 17.73 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | | NextStep-1 | 12.8 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e | ### Nano Banana Pro RC: 35.45. Result ID: 6998c18c5698665ec424b48c. [Reporting paper]() Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction. ### SeeDream 4.5 RC: 35. Result ID: 6998c18c5698665ec424b490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### Ours RC: 34.22. Result ID: 6998c18c5698665ec424b498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction. ### Bagel RC: 33.49. Result ID: 6998c18c5698665ec424b497. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction. ### Emu3.5-Image RC: 32.87. Result ID: 6998c18c5698665ec424b495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### SeeDream 4.0 RC: 30.73. Result ID: 6998c18c5698665ec424b48f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### Nano Banana RC: 30.28. Result ID: 6998c18c5698665ec424b48d. [Reporting paper]() Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction. ### FLUX.2-dev RC: 29.82. Result ID: 6998c18c5698665ec424b493. [Reporting paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### GPT-Image RC: 28.64. Result ID: 6998c18c5698665ec424b48e. [Reporting paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### Qwen-Image RC: 25.91. Result ID: 6998c18c5698665ec424b491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### Omini-Gen2 RC: 19.27. Result ID: 6998c18c5698665ec424b496. [Reporting paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### GLM-Image RC: 17.73. Result ID: 6998c18c5698665ec424b492. [Reporting paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. ### NextStep-1 RC: 12.8. Result ID: 6998c18c5698665ec424b494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.