# Visual Question Answering on GQA (GQA Score, Relative Metric) Source: [Visual Question Answering on GQA (GQA Score, Relative Metric)]() Collection index: [llms.txt]() Data updated: 2026-05-21T12:15:18.711Z Evaluation of model performance on the GQA dataset for visual question answering, reporting the primary GQA score alongside a relative performance metric. 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 | Visual Question Answering | | Dataset (including any stated split) | GQA | | Metric | GQA Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [GQA Score](): Higher is better; unit: PERCENT. - [Relative Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | GQA Score | Result date | Report paper | | --- | --- | --- | --- | | Vanilla | 62.5 | Not recorded | 6a0e917df984739ed6738a4f | | DivPrune | 61.1 | Not recorded | 6a0e917df984739ed6738a4f | | SPpruner | 60.8 | Not recorded | 6a0e917df984739ed6738a4f | | DART | 59.4 | Not recorded | 6a0e917df984739ed6738a4f | | VisionZip | 58.9 | Not recorded | 6a0e917df984739ed6738a4f | | PyramidDrop | 56.4 | Not recorded | 6a0e917df984739ed6738a4f | | FastV | 55.9 | Not recorded | 6a0e917df984739ed6738a4f | ### Vanilla GQA Score: 62.5. Result ID: 6a0ef611fbc373592c0767e8. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"2880","Reduction Ratio":"0%"}. This record does not assert independent reproduction. ### DivPrune GQA Score: 61.1. Result ID: 6a0ef611fbc373592c0767ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"320","Reduction Ratio":"88.9%"}. This record does not assert independent reproduction. ### SPpruner GQA Score: 60.8. Result ID: 6a0ef611fbc373592c0767ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"320","Reduction Ratio":"88.9%"}. This record does not assert independent reproduction. ### DART GQA Score: 59.4. Result ID: 6a0ef611fbc373592c0767ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"320","Reduction Ratio":"88.9%"}. This record does not assert independent reproduction. ### VisionZip GQA Score: 58.9. Result ID: 6a0ef611fbc373592c0767eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"320","Reduction Ratio":"88.9%"}. This record does not assert independent reproduction. ### PyramidDrop GQA Score: 56.4. Result ID: 6a0ef611fbc373592c0767ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"320","Reduction Ratio":"88.9%"}. This record does not assert independent reproduction. ### FastV GQA Score: 55.9. Result ID: 6a0ef611fbc373592c0767e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-Next-7B","Token Budget":"320","Reduction Ratio":"88.9%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.