# Multiple-Choice Visual Question Answering on A-OKVQA 1.0 (test)

Source: [Multiple-Choice Visual Question Answering on A-OKVQA 1.0 (test)](<https://www.sota2.com/research/sota/multiple-choice-visual-question-answering-on-a-okvqa-1-0-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:30:30.163Z

Evaluation of model performance on the test split of the A-OKVQA v1.0 dataset for the Multiple-Choice 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 | Multiple-Choice |
| Dataset (including any stated split) | A-OKVQA 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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](<https://www.sota2.com/research/sota/multiple-choice-visual-question-answering-on-a-okvqa-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Prophet++ | 86.7 | Not recorded | 68fa78401e209131cea776dd |
| Prophet | 75.1 | Not recorded | 68fa78401e209131cea776dd |
| Prophet | 73.6 | Not recorded | 68fa78401e209131cea776dd |
| PromptCap | 73.1 | Not recorded | 68fa78401e209131cea776dd |
| GPV-2 | 53.7 | Not recorded | 68fa78401e209131cea776dd |
| ClipCap | 51.4 | Not recorded | 68fa78401e209131cea776dd |
| KRISP | 42.2 | Not recorded | 68fa78401e209131cea776dd |
| LXMERT | 41.6 | Not recorded | 68fa78401e209131cea776dd |
| ViLBERT | 41.5 | Not recorded | 68fa78401e209131cea776dd |

### Prophet++

Accuracy: 86.7. Result ID: 699581ed3badfaffe67a1a2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Implementation](<https://github.com/MILVLG/prophet>)

Recorded evaluation configuration: {"Backbone":"mPLUG","Prompting Strategy":"modified for MC task"}. This record does not assert independent reproduction.

### Prophet

Accuracy: 75.1. Result ID: 699581ed3badfaffe67a1a29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Implementation](<https://github.com/MILVLG/prophet>)

Recorded evaluation configuration: {"Backbone":"mPLUG","Prompting Strategy":"modified for MC task"}. This record does not assert independent reproduction.

### Prophet

Accuracy: 73.6. Result ID: 699581ed3badfaffe67a1a28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Implementation](<https://github.com/MILVLG/prophet>)

Recorded evaluation configuration: {"Backbone":"MCAN","Prompting Strategy":"modified for MC task"}. This record does not assert independent reproduction.

### PromptCap

Accuracy: 73.1. Result ID: 699581ed3badfaffe67a1a27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

Recorded evaluation configuration: {"Backbone":"OFA"}. This record does not assert independent reproduction.

### GPV-2

Accuracy: 53.7. Result ID: 699581ed3badfaffe67a1a26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ClipCap

Accuracy: 51.4. Result ID: 699581ed3badfaffe67a1a22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KRISP

Accuracy: 42.2. Result ID: 699581ed3badfaffe67a1a25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LXMERT

Accuracy: 41.6. Result ID: 699581ed3badfaffe67a1a24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ViLBERT

Accuracy: 41.5. Result ID: 699581ed3badfaffe67a1a23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78401e209131cea776dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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