# Visual Question Answering on ROBOSPATIAL

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

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

Data updated: 2026-02-26T05:31:55.781Z

Evaluation of model performance on the ROBOSPATIAL dataset for Visual Question Answering, reporting Accuracy.

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) | ROBOSPATIAL |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VALOR | 69.5 | Not recorded | 6938fe9b6cfd488761a53deb |
| ViGoRL | 64.9 | Not recorded | 6938fe9b6cfd488761a53deb |
| VALOR-RL | 61.8 | Not recorded | 6938fe9b6cfd488761a53deb |
| GRIT | 58.8 | Not recorded | 6938fe9b6cfd488761a53deb |

### VALOR

Accuracy: 69.5. Result ID: 69986ae65698665ec4ca80a7.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53deb.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### ViGoRL

Accuracy: 64.9. Result ID: 69986ae65698665ec4ca80a5.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c401e209131cea8d2a7.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction.

### VALOR-RL

Accuracy: 61.8. Result ID: 69986ae65698665ec4ca80a6.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53deb.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### GRIT

Accuracy: 58.8. Result ID: 69986ae65698665ec4ca80a4.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9b6cfd488761a53deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2a3.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.