# Visual Question Answering on ViRL39K

Source: [Visual Question Answering on ViRL39K](<https://www.sota2.com/research/sota/visual-question-answering-on-virl39k>)

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

Data updated: 2026-04-27T06:49:33.253Z

Evaluation of model performance on the ViRL39K dataset for visual question answering, reporting accuracy and token length statistics (prompt and output).

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) | ViRL39K |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-virl39k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Prompt Token Length](<https://www.sota2.com/research/sota/visual-question-answering-on-virl39k.md?metric=Prompt%20Token%20Length>): Higher is better; unit: SCALAR.

- [Output Token Length](<https://www.sota2.com/research/sota/visual-question-answering-on-virl39k.md?metric=Output%20Token%20Length>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Thinking model version | 50 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 34.62 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 20.83 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 16.67 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 14.29 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 8.33 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 0 | Not recorded | 69eeed8a55a3c32af89f970d |
| Thinking model version | 0 | Not recorded | 69eeed8a55a3c32af89f970d |

### Thinking model version

Accuracy: 50. Result ID: 69ef061847f34ce924d49726.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"Broader STEM Topics","Count":"2"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 34.62. Result ID: 69ef061847f34ce924d49723.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"(GradeSchool) Geometric","Count":"26"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 20.83. Result ID: 69ef061847f34ce924d4972a.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"Overall","Count":"72"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 16.67. Result ID: 69ef061847f34ce924d49728.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"Spatial Reasoning","Count":"6"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 14.29. Result ID: 69ef061847f34ce924d49724.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"(GradeSchool) Non-Geo Math","Count":"21"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 8.33. Result ID: 69ef061847f34ce924d49729.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"Tables/Diagrams/Charts","Count":"12"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 0. Result ID: 69ef061847f34ce924d49725.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"(GradeSchool) Science","Count":"3"}. This record does not assert independent reproduction.

### Thinking model version

Accuracy: 0. Result ID: 69ef061847f34ce924d49727.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8a55a3c32af89f970d.md>)

Recorded evaluation configuration: {"Category":"Social Science","Count":"2"}. This record does not assert independent reproduction.

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