# Visual Question Answering on SROIE

Source: [Visual Question Answering on SROIE](<https://www.sota2.com/research/sota/visual-question-answering-on-sroie>)

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

Data updated: 2026-02-27T09:21:17.130Z

Evaluation of model performance on the SROIE dataset for visual question answering capabilities, 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) | SROIE |
| 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-sroie.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LaRA | 36.6 | Not recorded | 68fa73971e209131cea5d6e7 |
| LLaVAR | 5.2 | Not recorded | 68fa73971e209131cea5d6e7 |
| mPLUG-Owl2 | 3.2 | Not recorded | 68fa73971e209131cea5d6e7 |
| LLaVA1.5 | 1.7 | Not recorded | 68fa73971e209131cea5d6e7 |
| mPLUG-Owl | 0.6 | Not recorded | 68fa73971e209131cea5d6e7 |
| BLIP-2 | 0.14 | Not recorded | 68fa73971e209131cea5d6e7 |
| OpenFlamingo | 0.12 | Not recorded | 68fa73971e209131cea5d6e7 |
| LLaVA | 0.12 | Not recorded | 68fa73971e209131cea5d6e7 |
| MiniGPT4 | 0.04 | Not recorded | 68fa73971e209131cea5d6e7 |

### LaRA

Accuracy: 36.6. Result ID: 69a1620335dfcabb00e6aecf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LLaVAR

Accuracy: 5.2. Result ID: 69a1620335dfcabb00e6aecd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa721b1e209131cea54877.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### mPLUG-Owl2

Accuracy: 3.2. Result ID: 69a1620335dfcabb00e6aece.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f575.md>)

[Implementation](<https://github.com/X-PLUG/mPLUG-Owl/tree/main/mPLUG-Owl2>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LLaVA1.5

Accuracy: 1.7. Result ID: 69a1620335dfcabb00e6aecc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### mPLUG-Owl

Accuracy: 0.6. Result ID: 69a1620335dfcabb00e6aeca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ae1e209131cea57d83.md>)

[Implementation](<https://github.com/X-PLUG/mPLUG-Owl>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### BLIP-2

Accuracy: 0.14. Result ID: 69a1620335dfcabb00e6aec7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fb71e209131cea46fe6.md>)

[Implementation](<https://github.com/salesforce/LAVIS/tree/main/projects/blip2>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### OpenFlamingo

Accuracy: 0.12. Result ID: 69a1620335dfcabb00e6aec8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LLaVA

Accuracy: 0.12. Result ID: 69a1620335dfcabb00e6aecb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MiniGPT4

Accuracy: 0.04. Result ID: 69a1620335dfcabb00e6aec9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73971e209131cea5d6e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70bd1e209131cea4cf90.md>)

[Implementation](<https://minigpt-4.github.io/>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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