# Visual Question Answering on InfoSeek (Acc, SR img, SR txt)

Source: [Visual Question Answering on InfoSeek (Acc, SR img, SR txt)](<https://www.sota2.com/research/sota/visual-question-answering-on-infoseek-acc-sr-img-sr-txt>)

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

Data updated: 2026-03-04T13:58:03.527Z

Evaluation of Visual Question Answering performance on the InfoSeek dataset, reporting Accuracy, Success Rate for image context (SR img), and Success Rate for text context (SR txt).

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) | InfoSeek |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-infoseek-acc-sr-img-sr-txt.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [SR (Image)](<https://www.sota2.com/research/sota/visual-question-answering-on-infoseek-acc-sr-img-sr-txt.md?metric=SR%20(Image)>): Higher is better; unit: PERCENT.

- [SR (Text)](<https://www.sota2.com/research/sota/visual-question-answering-on-infoseek-acc-sr-img-sr-txt.md?metric=SR%20(Text)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MMSearch-R1 | 34.6 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| TA | 22.85 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| Qwen-VL-RAG | 21.3 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| OBM | 19.65 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| Qwen-VL-R1 | 19.45 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| Qwen-VL-DA | 17.9 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| TIES | 15.1 | Not recorded | 69a66c1d2d603e6de3e3cee5 |
| DARE | 10.65 | Not recorded | 69a66c1d2d603e6de3e3cee5 |

### MMSearch-R1

Accuracy: 34.6. Result ID: 69a83a696dbb7075b94ee317.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a01e209131cea7e86c.md>)

Recorded evaluation configuration: {"Model Type":"Trained Base Model"}. This record does not assert independent reproduction.

### TA

Accuracy: 22.85. Result ID: 69a83a696dbb7075b94ee31b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

Recorded evaluation configuration: {"Merging Strategy":"Task Arithmetic"}. This record does not assert independent reproduction.

### Qwen-VL-RAG

Accuracy: 21.3. Result ID: 69a83a696dbb7075b94ee31a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a01e209131cea7e86c.md>)

Recorded evaluation configuration: {"Workflow":"RAG-based"}. This record does not assert independent reproduction.

### OBM

Accuracy: 19.65. Result ID: 69a83a696dbb7075b94ee31e.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

Recorded evaluation configuration: {"Merging Strategy":"Optimal Brain Merging"}. This record does not assert independent reproduction.

### Qwen-VL-R1

Accuracy: 19.45. Result ID: 69a83a696dbb7075b94ee319.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Workflow":"Search-augmented"}. This record does not assert independent reproduction.

### Qwen-VL-DA

Accuracy: 17.9. Result ID: 69a83a696dbb7075b94ee318.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Workflow":"Direct Answering"}. This record does not assert independent reproduction.

### TIES

Accuracy: 15.1. Result ID: 69a83a696dbb7075b94ee31c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecd8.md>)

Recorded evaluation configuration: {"Merging Strategy":"TIES-Merging"}. This record does not assert independent reproduction.

### DARE

Accuracy: 10.65. Result ID: 69a83a696dbb7075b94ee31d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c1d2d603e6de3e3cee5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73921e209131cea5d4aa.md>)

Recorded evaluation configuration: {"Merging Strategy":"DARE"}. This record does not assert independent reproduction.

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