# Visual Question Answering on STCray zero-shot (zero-shot)

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

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

Data updated: 2026-06-16T08:39:47.220Z

Evaluation of model performance on the STCray dataset under zero-shot conditions for Visual Question Answering.

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) | STCray zero-shot |
| Metric | VQA Score (zero-shot) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [VQA Score (zero-shot)](<https://www.sota2.com/research/sota/visual-question-answering-on-stcray-zero-shot-zero-shot.md?metric=VQA%20Score%20(zero-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | VQA Score (zero-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| STING-BEE | 52.8 | Not recorded | 6a30d8d4d33dfb23e783cf40 |
| OneFocus | 48 | Not recorded | 6a30d8d4d33dfb23e783cf40 |
| STING-BEE | 42.4 | Not recorded | 6a30d8d4d33dfb23e783cf40 |
| Qwen2.5-VL-7B | 32.5 | Not recorded | 6a30d8d4d33dfb23e783cf40 |

### STING-BEE

VQA Score (zero-shot): 52.8. Result ID: 6a310bb2fbc373592c2d5f52.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8d4d33dfb23e783cf40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c01e209131cea75172.md>)

[Implementation](<https://divs1159.github.io/STING-BEE/>)

Recorded evaluation configuration: {"Training Set":"STCray"}. This record does not assert independent reproduction.

### OneFocus

VQA Score (zero-shot): 48. Result ID: 6a310bb2fbc373592c2d5f54.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8d4d33dfb23e783cf40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8d4d33dfb23e783cf40.md>)

Recorded evaluation configuration: {"Training Set":"MMXray"}. This record does not assert independent reproduction.

### STING-BEE

VQA Score (zero-shot): 42.4. Result ID: 6a310bb2fbc373592c2d5f53.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8d4d33dfb23e783cf40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c01e209131cea75172.md>)

[Implementation](<https://divs1159.github.io/STING-BEE/>)

Recorded evaluation configuration: {"Training Set":"MMXray"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

VQA Score (zero-shot): 32.5. Result ID: 6a310bb2fbc373592c2d5f51.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8d4d33dfb23e783cf40.md>)

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

Recorded evaluation configuration: {"Training Set":"Naive"}. This record does not assert independent reproduction.

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