# General Visual Question Answering on MMVP (Pass@1)

Source: [General Visual Question Answering on MMVP (Pass@1)](<https://www.sota2.com/research/sota/general-visual-question-answering-on-mmvp-pass-at-1>)

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

Data updated: 2026-02-26T05:57:22.266Z

Evaluation of model performance on the MMVP dataset for General Visual Question Answering, specifically measured using the Pass@1 metric.

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 visual question answering |
| Dataset (including any stated split) | MMVP |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-visual-question-answering-on-mmvp-pass-at-1.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Seed 1.5-VL | 70.7 | Not recorded | 68fa78791e209131cea788a1 |
| Gemini 1.5 Pro | 70.7 | Not recorded | 68fa78791e209131cea788a1 |
| GPT-4o | 70.7 | Not recorded | 68fa78791e209131cea788a1 |
| Seed 1.5-VL | 69.3 | Not recorded | 68fa78791e209131cea788a1 |
| Qwen 2.5-VL 72B | 66.7 | Not recorded | 68fa78791e209131cea788a1 |

### Seed 1.5-VL

Pass@1: 70.7. Result ID: 69958c593badfaffe685f963.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"thinking":false,"decoding":"greedy"}. This record does not assert independent reproduction.

### Gemini 1.5 Pro

Pass@1: 70.7. Result ID: 69958c593badfaffe685f964.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"thinking":true,"decoding":"greedy"}. This record does not assert independent reproduction.

### GPT-4o

Pass@1: 70.7. Result ID: 69958c593badfaffe685f965.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"thinking":false,"decoding":"greedy"}. This record does not assert independent reproduction.

### Seed 1.5-VL

Pass@1: 69.3. Result ID: 69958c593badfaffe685f962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"thinking":true,"decoding":"greedy"}. This record does not assert independent reproduction.

### Qwen 2.5-VL 72B

Pass@1: 66.7. Result ID: 69958c593badfaffe685f966.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

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

Recorded evaluation configuration: {"thinking":false,"decoding":"greedy"}. This record does not assert independent reproduction.

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