# General VQA on MTVQA

Source: [General VQA on MTVQA](<https://www.sota2.com/research/sota/general-vqa-on-mtvqa>)

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

Data updated: 2026-07-02T08:11:08.290Z

Evaluation of model performance on the MTVQA dataset for General Visual Question Answering tasks, measured by Pass@1.

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 | General VQA |
| Dataset (including any stated split) | MTVQA |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/general-vqa-on-mtvqa.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Claude-Opus-4.5 | 53.1 | Not recorded | 6a45f082dc71372d7795a1ae |
| Seed2.0 Lite | 51.1 | Not recorded | 6a45f082dc71372d7795a1ae |
| Seed2.0 Pro | 51.1 | Not recorded | 6a45f082dc71372d7795a1ae |
| Gemini-3-Pro High | 50.8 | Not recorded | 6a45f082dc71372d7795a1ae |
| Seed2.0 Mini | 50.6 | Not recorded | 6a45f082dc71372d7795a1ae |
| GPT-5.2 High | 48.5 | Not recorded | 6a45f082dc71372d7795a1ae |
| Seed1.8 | 47.3 | Not recorded | 6a45f082dc71372d7795a1ae |

### Claude-Opus-4.5

Pass@1: 53.1. Result ID: 6a461cfe60b88bb33984ab88.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

### Seed2.0 Lite

Pass@1: 51.1. Result ID: 6a461cfe60b88bb33984ab8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

### Seed2.0 Pro

Pass@1: 51.1. Result ID: 6a461cfe60b88bb33984ab8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

### Gemini-3-Pro High

Pass@1: 50.8. Result ID: 6a461cfe60b88bb33984ab8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

### Seed2.0 Mini

Pass@1: 50.6. Result ID: 6a461cfe60b88bb33984ab8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

### GPT-5.2 High

Pass@1: 48.5. Result ID: 6a461cfe60b88bb33984ab89.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

### Seed1.8

Pass@1: 47.3. Result ID: 6a461cfe60b88bb33984ab8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

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

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