# Knowledge-aware Visual Question Answering on KVQA Paraphrased PRP questions Oracle setting (test) Source: [Knowledge-aware Visual Question Answering on KVQA Paraphrased PRP questions Oracle setting (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:49.973Z Evaluation of Knowledge-aware Visual Question Answering performance on the test split of the KVQA Paraphrased PRP dataset, specifically under the Oracle setting, reporting hop-based accuracies. 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 | Knowledge-aware Visual Question Answering | | Dataset (including any stated split) | KVQA Paraphrased PRP questions Oracle setting (test) | | Metric | Mean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Mean Accuracy](): Higher is better; unit: PERCENT. - [1-hop Accuracy](): Higher is better; unit: PERCENT. - [2-hop Accuracy](): Higher is better; unit: PERCENT. - [3-hop Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Hypergraph Transformer | 89.7 | Not recorded | 68fa6c571e209131cea3367d | | BAN | 83.8 | Not recorded | 68fa6c571e209131cea3367d | | MemNN† | 77.3 | Not recorded | 68fa6c571e209131cea3367d | | HAN | 77.3 | Not recorded | 68fa6c571e209131cea3367d | | GGNN | 73.8 | Not recorded | 68fa6c571e209131cea3367d | | GCN | 66.7 | Not recorded | 68fa6c571e209131cea3367d | | MemNN | 59.2 | Not recorded | 68fa6c571e209131cea3367d | | BLSTM | 51 | Not recorded | 68fa6c571e209131cea3367d | ### Hypergraph Transformer Mean Accuracy: 89.7. Result ID: 698f05633a6c314849f4d898. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. ### BAN Mean Accuracy: 83.8. Result ID: 698f05633a6c314849f4d897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. ### MemNN† Mean Accuracy: 77.3. Result ID: 698f05633a6c314849f4d895. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak","implementation":"re-implemented"}. This record does not assert independent reproduction. ### HAN Mean Accuracy: 77.3. Result ID: 698f05633a6c314849f4d896. [Reporting paper]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. ### GGNN Mean Accuracy: 73.8. Result ID: 698f05633a6c314849f4d894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. ### GCN Mean Accuracy: 66.7. Result ID: 698f05633a6c314849f4d893. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. ### MemNN Mean Accuracy: 59.2. Result ID: 698f05633a6c314849f4d892. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. ### BLSTM Mean Accuracy: 51. Result ID: 698f05633a6c314849f4d891. [Reporting paper]() Recorded evaluation configuration: {"Oracle setting":true,"Supervision":"weak"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.