# Contextual Visual Personalization (Editing) on VPTT-Bench 1.0 (test) Source: [Contextual Visual Personalization (Editing) on VPTT-Bench 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:03.316Z Evaluation of Contextual Visual Personalization (Editing) performance on the test split of the VPTT-Bench 1.0 dataset, measured using novelty-adjusted VPTTscore (V) and Cohen's d. 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 Visual Personalization (Editing) | | Dataset (including any stated split) | VPTT-Bench 1.0 (test) | | Metric | VPTTscore (V) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [VPTTscore (V)](): Higher is better; unit: SCALAR. - [Cohen's d](): Higher is better; unit: SCALAR. ## Recorded results | Method | VPTTscore (V) | Result date | Report paper | | --- | --- | --- | --- | | VPRAG | 0.626 | Not recorded | 69802f6ca8b01e76cc8e14fb | | VPRAG | 0.626 | Not recorded | 69802f6ca8b01e76cc8e14fb | | VPRAG | 0.626 | Not recorded | 69802f6ca8b01e76cc8e14fb | | VPRAG | 0.626 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Comb. (BRAG + VPRAG) | 0.61 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Comb. (BRAG + VPRAG) | 0.61 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Comb. (BRAG + VPRAG) | 0.606 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Comb. (BRAG + VPRAG) | 0.606 | Not recorded | 69802f6ca8b01e76cc8e14fb | | VPRAG | 0.605 | Not recorded | 69802f6ca8b01e76cc8e14fb | | VPRAG | 0.605 | Not recorded | 69802f6ca8b01e76cc8e14fb | | BRAG | 0.596 | Not recorded | 69802f6ca8b01e76cc8e14fb | | BRAG | 0.596 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Comb. (BRAG + VPRAG) | 0.586 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Comb. (BRAG + VPRAG) | 0.586 | Not recorded | 69802f6ca8b01e76cc8e14fb | | BRAG | 0.583 | Not recorded | 69802f6ca8b01e76cc8e14fb | | BRAG | 0.583 | Not recorded | 69802f6ca8b01e76cc8e14fb | | BRAG | 0.583 | Not recorded | 69802f6ca8b01e76cc8e14fb | | BRAG | 0.583 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Persona Only | 0.384 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Persona Only | 0.384 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Persona Only | 0.378 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Persona Only | 0.378 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Persona Only | 0.372 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Persona Only | 0.372 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Baseline | 0.306 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Baseline | 0.306 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Baseline | 0.306 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Baseline | 0.306 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Baseline | 0.306 | Not recorded | 69802f6ca8b01e76cc8e14fb | | Baseline | 0.306 | Not recorded | 69802f6ca8b01e76cc8e14fb | ### VPRAG VPTTscore (V): 0.626. Result ID: 6997729e5698665ec4c6ad73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### VPRAG VPTTscore (V): 0.626. Result ID: 6997729e5698665ec4c6ad78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### VPRAG VPTTscore (V): 0.626. Result ID: 6997729e5698665ec4c6ada1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### VPRAG VPTTscore (V): 0.626. Result ID: 6997729e5698665ec4c6ada6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Comb. (BRAG + VPRAG) VPTTscore (V): 0.61. Result ID: 6997729e5698665ec4c6ad79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Comb. (BRAG + VPRAG) VPTTscore (V): 0.61. Result ID: 6997729e5698665ec4c6ada7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Comb. (BRAG + VPRAG) VPTTscore (V): 0.606. Result ID: 6997729e5698665ec4c6ad7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### Comb. (BRAG + VPRAG) VPTTscore (V): 0.606. Result ID: 6997729e5698665ec4c6adac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### VPRAG VPTTscore (V): 0.605. Result ID: 6997729e5698665ec4c6ad7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### VPRAG VPTTscore (V): 0.605. Result ID: 6997729e5698665ec4c6adab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### BRAG VPTTscore (V): 0.596. Result ID: 6997729e5698665ec4c6ad77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### BRAG VPTTscore (V): 0.596. Result ID: 6997729e5698665ec4c6ada5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Comb. (BRAG + VPRAG) VPTTscore (V): 0.586. Result ID: 6997729e5698665ec4c6ad74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### Comb. (BRAG + VPRAG) VPTTscore (V): 0.586. Result ID: 6997729e5698665ec4c6ada2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### BRAG VPTTscore (V): 0.583. Result ID: 6997729e5698665ec4c6ad72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### BRAG VPTTscore (V): 0.583. Result ID: 6997729e5698665ec4c6ad7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### BRAG VPTTscore (V): 0.583. Result ID: 6997729e5698665ec4c6ada0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### BRAG VPTTscore (V): 0.583. Result ID: 6997729e5698665ec4c6adaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### Persona Only VPTTscore (V): 0.384. Result ID: 6997729e5698665ec4c6ad76. [Reporting paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Persona Only VPTTscore (V): 0.384. Result ID: 6997729e5698665ec4c6ada4. [Reporting paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Persona Only VPTTscore (V): 0.378. Result ID: 6997729e5698665ec4c6ad71. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### Persona Only VPTTscore (V): 0.378. Result ID: 6997729e5698665ec4c6ad9f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### Persona Only VPTTscore (V): 0.372. Result ID: 6997729e5698665ec4c6ad7b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### Persona Only VPTTscore (V): 0.372. Result ID: 6997729e5698665ec4c6ada9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### Baseline VPTTscore (V): 0.306. Result ID: 6997729e5698665ec4c6ad70. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### Baseline VPTTscore (V): 0.306. Result ID: 6997729e5698665ec4c6ad75. [Reporting paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Baseline VPTTscore (V): 0.306. Result ID: 6997729e5698665ec4c6ad7a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. ### Baseline VPTTscore (V): 0.306. Result ID: 6997729e5698665ec4c6ad9e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### Baseline VPTTscore (V): 0.306. Result ID: 6997729e5698665ec4c6ada3. [Reporting paper]() Recorded evaluation configuration: {"Model":"4o-mini"}. This record does not assert independent reproduction. ### Baseline VPTTscore (V): 0.306. Result ID: 6997729e5698665ec4c6ada8. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.