# Visual Question Answering on DVQA novel (test) Source: [Visual Question Answering on DVQA novel (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:22.197Z Evaluation of model performance on the test split of the DVQA novel dataset for visual question answering. 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) | DVQA novel (test) | | Metric | Accuracy (Oracle) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy (Oracle)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Accuracy (OCR)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Oracle) | Result date | Report paper | | --- | --- | --- | --- | | VisionTaPas | 99.37 | Not recorded | 68fa6c141e209131cea31fef | | STL-CQA | 97.51 | Not recorded | 68fa6c141e209131cea31fef | | PREFIL | 96.53 | Not recorded | 68fa6c141e209131cea31fef | | VisionTaPas | 95.46 | Not recorded | 68fa6c141e209131cea31fef | | T5 | 81.42 | Not recorded | 68fa6c141e209131cea31fef | | VL-T5 | 80.18 | Not recorded | 68fa6c141e209131cea31fef | | T5 | 77.97 | Not recorded | 68fa6c141e209131cea31fef | | VL-T5 | 77.04 | Not recorded | 68fa6c141e209131cea31fef | | TaPas | 53.4 | Not recorded | 68fa6c141e209131cea31fef | | TaPas | 50.24 | Not recorded | 68fa6c141e209131cea31fef | ### VisionTaPas Accuracy (Oracle): 99.37. Result ID: 698eca06ffc3901de0a13205. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Provided"}. This record does not assert independent reproduction. ### STL-CQA Accuracy (Oracle): 97.51. Result ID: 698eca06ffc3901de0a1320e. [Reporting paper]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction. ### PREFIL Accuracy (Oracle): 96.53. Result ID: 698eca06ffc3901de0a1320c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction. ### VisionTaPas Accuracy (Oracle): 95.46. Result ID: 698eca06ffc3901de0a13209. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction. ### T5 Accuracy (Oracle): 81.42. Result ID: 698eca06ffc3901de0a13206. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Provided"}. This record does not assert independent reproduction. ### VL-T5 Accuracy (Oracle): 80.18. Result ID: 698eca06ffc3901de0a13207. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Provided"}. This record does not assert independent reproduction. ### T5 Accuracy (Oracle): 77.97. Result ID: 698eca06ffc3901de0a1320a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction. ### VL-T5 Accuracy (Oracle): 77.04. Result ID: 698eca06ffc3901de0a1320b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction. ### TaPas Accuracy (Oracle): 53.4. Result ID: 698eca06ffc3901de0a13204. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Provided"}. This record does not assert independent reproduction. ### TaPas Accuracy (Oracle): 50.24. Result ID: 698eca06ffc3901de0a13208. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.