# Direct-Answer on A-OKVQA 1.0 (val) Source: [Direct-Answer on A-OKVQA 1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:30.115Z Evaluation of model performance on the validation split of A-OKVQA version 1.0, specifically focusing on the Direct-Answer Visual Question Answering task, measured using Accuracy. 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 | Direct-Answer | | Dataset (including any stated split) | A-OKVQA 1.0 (val) | | Metric | Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Prophet++ | 0.683 | Not recorded | 68fa78401e209131cea776dd | | Prophet | 0.647 | Not recorded | 68fa78401e209131cea776dd | | mPLUG | 0.591 | Not recorded | 68fa78401e209131cea776dd | | Prophet | 0.582 | Not recorded | 68fa78401e209131cea776dd | | PromptCap | 0.563 | Not recorded | 68fa78401e209131cea776dd | | MCAN | 0.52 | Not recorded | 68fa78401e209131cea776dd | | GPV-2 | 0.486 | Not recorded | 68fa78401e209131cea776dd | | KRISP | 0.337 | Not recorded | 68fa78401e209131cea776dd | | ClipCap | 0.309 | Not recorded | 68fa78401e209131cea776dd | | LXMERT | 0.307 | Not recorded | 68fa78401e209131cea776dd | | ViLBERT | 0.306 | Not recorded | 68fa78401e209131cea776dd | ### Prophet++ Accuracy: 0.683. Result ID: 699581ed3badfaffe67a1a0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"mPLUG"}. This record does not assert independent reproduction. ### Prophet Accuracy: 0.647. Result ID: 699581ed3badfaffe67a1a0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"mPLUG"}. This record does not assert independent reproduction. ### mPLUG Accuracy: 0.591. Result ID: 699581ed3badfaffe67a1a08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Prophet Accuracy: 0.582. Result ID: 699581ed3badfaffe67a1a0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MCAN"}. This record does not assert independent reproduction. ### PromptCap Accuracy: 0.563. Result ID: 699581ed3badfaffe67a1a09. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"OFA"}. This record does not assert independent reproduction. ### MCAN Accuracy: 0.52. Result ID: 699581ed3badfaffe67a1a07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPV-2 Accuracy: 0.486. Result ID: 699581ed3badfaffe67a1a06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KRISP Accuracy: 0.337. Result ID: 699581ed3badfaffe67a1a05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ClipCap Accuracy: 0.309. Result ID: 699581ed3badfaffe67a1a02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LXMERT Accuracy: 0.307. Result ID: 699581ed3badfaffe67a1a04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViLBERT Accuracy: 0.306. Result ID: 699581ed3badfaffe67a1a03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.