# Visual Question Answering on VQA^L

Source: [Visual Question Answering on VQA^L](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-l>)

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

Data updated: 2026-02-26T05:31:29.048Z

Evaluation of model performance on the VQA^L dataset 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) | VQA^L |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-l.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2-VL-7B | 84.3 | Not recorded | 69802f6ba8b01e76cc8e14f5 |
| VisionTrim | 83.5 | Not recorded | 69802f6ba8b01e76cc8e14f5 |
| PDrop | 80.2 | Not recorded | 69802f6ba8b01e76cc8e14f5 |
| SparseVLM | 79.2 | Not recorded | 69802f6ba8b01e76cc8e14f5 |
| FastV | 77.6 | Not recorded | 69802f6ba8b01e76cc8e14f5 |

### Qwen2-VL-7B

Accuracy: 84.3. Result ID: 699773715698665ec4c77f4f.

[Reporting paper](<https://www.sota2.com/research/paper/69802f6ba8b01e76cc8e14f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Token Budget":"Full"}. This record does not assert independent reproduction.

### VisionTrim

Accuracy: 83.5. Result ID: 699773715698665ec4c77f53.

[Reporting paper](<https://www.sota2.com/research/paper/69802f6ba8b01e76cc8e14f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802f6ba8b01e76cc8e14f5.md>)

[Implementation](<https://github.com/hanxunyu/VisionTrim>)

Recorded evaluation configuration: {"Token Budget":"~1/3"}. This record does not assert independent reproduction.

### PDrop

Accuracy: 80.2. Result ID: 699773715698665ec4c77f52.

[Reporting paper](<https://www.sota2.com/research/paper/69802f6ba8b01e76cc8e14f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa772c1e209131cea71934.md>)

Recorded evaluation configuration: {"Token Budget":"~1/3"}. This record does not assert independent reproduction.

### SparseVLM

Accuracy: 79.2. Result ID: 699773715698665ec4c77f51.

[Reporting paper](<https://www.sota2.com/research/paper/69802f6ba8b01e76cc8e14f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79181e209131cea7c1b1.md>)

Recorded evaluation configuration: {"Token Budget":"~1/3"}. This record does not assert independent reproduction.

### FastV

Accuracy: 77.6. Result ID: 699773715698665ec4c77f50.

[Reporting paper](<https://www.sota2.com/research/paper/69802f6ba8b01e76cc8e14f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632b7.md>)

Recorded evaluation configuration: {"Token Budget":"~1/3"}. This record does not assert independent reproduction.

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