# Visual Question Answering on Personalized Visual Question Answering 1.0 (test)

Source: [Visual Question Answering on Personalized Visual Question Answering 1.0 (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-personalized-visual-question-answering-1-0-test>)

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

Data updated: 2026-02-26T05:30:10.361Z

Evaluation of model performance on the test split of the Personalized Visual Question Answering 1.0 dataset, typically 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 | Visual Question Answering |
| Dataset (including any stated split) | Personalized Visual Question Answering 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/visual-question-answering-on-personalized-visual-question-answering-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4V + Prompt | 93.6 | Not recorded | 68fa75fa1e209131cea6ac29 |
| GPT-4V + Prompt | 93.2 | Not recorded | 68fa75fa1e209131cea6ac29 |
| Yo'LLaVA | 92.9 | Not recorded | 68fa75fa1e209131cea6ac29 |
| LLaVA + Prompt | 92.5 | Not recorded | 68fa75fa1e209131cea6ac29 |
| LLaVA + Prompt | 91.3 | Not recorded | 68fa75fa1e209131cea6ac29 |
| LLaVA | 89.9 | Not recorded | 68fa75fa1e209131cea6ac29 |
| GPT-4V + Prompt | 88.7 | Not recorded | 68fa75fa1e209131cea6ac29 |
| LLaVA + Prompt | 88.3 | Not recorded | 68fa75fa1e209131cea6ac29 |
| GPT-4V + Prompt | 86.6 | Not recorded | 68fa75fa1e209131cea6ac29 |

### GPT-4V + Prompt

Accuracy: 93.6. Result ID: 699408d13a6c3148491a8e09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Prompt Type":"Human","Number of Tokens":"~16"}. This record does not assert independent reproduction.

### GPT-4V + Prompt

Accuracy: 93.2. Result ID: 699408d13a6c3148491a8e08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Prompt Type":"Text","Number of Tokens":"~16"}. This record does not assert independent reproduction.

### Yo'LLaVA

Accuracy: 92.9. Result ID: 699408d13a6c3148491a8e03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Implementation](<https://thaoshibe.github.io/YoLLaVA/>)

Recorded evaluation configuration: {"Prompt Type":"Learnable","Number of Tokens":"16"}. This record does not assert independent reproduction.

### LLaVA + Prompt

Accuracy: 92.5. Result ID: 699408d13a6c3148491a8e07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Prompt Type":"Text","Number of Tokens":"~16"}. This record does not assert independent reproduction.

### LLaVA + Prompt

Accuracy: 91.3. Result ID: 699408d13a6c3148491a8e05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Prompt Type":"Human","Number of Tokens":"~16"}. This record does not assert independent reproduction.

### LLaVA

Accuracy: 89.9. Result ID: 699408d13a6c3148491a8e04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Prompt Type":"0","Number of Tokens":"0"}. This record does not assert independent reproduction.

### GPT-4V + Prompt

Accuracy: 88.7. Result ID: 699408d13a6c3148491a8e0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Prompt Type":"Image","Number of Tokens":"~5k"}. This record does not assert independent reproduction.

### LLaVA + Prompt

Accuracy: 88.3. Result ID: 699408d13a6c3148491a8e06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Prompt Type":"Text","Number of Tokens":"~1.3k"}. This record does not assert independent reproduction.

### GPT-4V + Prompt

Accuracy: 86.6. Result ID: 699408d13a6c3148491a8e0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75fa1e209131cea6ac29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Prompt Type":"Image","Number of Tokens":"~1k"}. This record does not assert independent reproduction.

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