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

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

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

Data updated: 2026-02-26T05:57:22.197Z

Evaluation of model performance on the RealWorldQA dataset for General Visual Question Answering, 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) | RealWorldQA |
| 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-visual-question-answering-on-realworldqa-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 | 78.4 | Not recorded | 68fa78791e209131cea788a1 |
| Gemini 1.5 Pro | 78 | Not recorded | 68fa78791e209131cea788a1 |
| OpenAI o1 | 77.1 | Not recorded | 68fa78791e209131cea788a1 |
| Seed 1.5-VL | 77 | Not recorded | 68fa78791e209131cea788a1 |
| GPT-4o | 76.2 | Not recorded | 68fa78791e209131cea788a1 |
| Qwen 2.5-VL 72B | 75.7 | Not recorded | 68fa78791e209131cea788a1 |
| Claude 3.7 Sonnet | 67.8 | Not recorded | 68fa78791e209131cea788a1 |

### Seed 1.5-VL

Pass@1: 78.4. Result ID: 69958c593badfaffe685f93f.

[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.

### Gemini 1.5 Pro

Pass@1: 78. Result ID: 69958c593badfaffe685f941.

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

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

### OpenAI o1

Pass@1: 77.1. Result ID: 69958c593badfaffe685f942.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76691e209131cea6ccaa.md>)

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

### Seed 1.5-VL

Pass@1: 77. Result ID: 69958c593badfaffe685f940.

[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.

### GPT-4o

Pass@1: 76.2. Result ID: 69958c593badfaffe685f944.

[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.

### Qwen 2.5-VL 72B

Pass@1: 75.7. Result ID: 69958c593badfaffe685f945.

[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.

### Claude 3.7 Sonnet

Pass@1: 67.8. Result ID: 69958c593badfaffe685f943.

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

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

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