# Visualization Literacy on VLAT 53 items

Source: [Visualization Literacy on VLAT 53 items](<https://www.sota2.com/research/sota/visualization-literacy-on-vlat-53-items>)

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

Data updated: 2026-06-11T07:05:06.049Z

Evaluation of model performance on the VLAT 53 items dataset focusing on Visualization Literacy, measured by the mean proportion correct.

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 | Visualization Literacy |
| Dataset (including any stated split) | VLAT 53 items |
| Metric | Mean Proportion Correct |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Mean Proportion Correct](<https://www.sota2.com/research/sota/visualization-literacy-on-vlat-53-items.md?metric=Mean%20Proportion%20Correct>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Proportion Correct | Result date | Report paper |
| --- | --- | --- | --- |
| Claude 4.6 | 98 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 97 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 97 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 97 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 75 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 75 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 73 | Not recorded | 6a28f34b90966ade919c17d0 |
| Claude 4.6 | 69 | Not recorded | 6a28f34b90966ade919c17d0 |
| Human (published) | 65 | Not recorded | 6a28f34b90966ade919c17d0 |

### Claude 4.6

Mean Proportion Correct: 98. Result ID: 6a2a5e16fbc373592c26f1ba.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Text","Persona Stratum":"Llow"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 97. Result ID: 6a2a5e16fbc373592c26f1bb.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Text","Persona Stratum":"Lmed"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 97. Result ID: 6a2a5e16fbc373592c26f1bc.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Text","Persona Stratum":"Lhigh"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 97. Result ID: 6a2a5e16fbc373592c26f1bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Text","Persona Stratum":"Baseline"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 75. Result ID: 6a2a5e16fbc373592c26f1b6.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Image","Persona Stratum":"Llow"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 75. Result ID: 6a2a5e16fbc373592c26f1b8.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Image","Persona Stratum":"Lhigh"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 73. Result ID: 6a2a5e16fbc373592c26f1b7.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Image","Persona Stratum":"Lmed"}. This record does not assert independent reproduction.

### Claude 4.6

Mean Proportion Correct: 69. Result ID: 6a2a5e16fbc373592c26f1b9.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Mode":"Image","Persona Stratum":"Baseline"}. This record does not assert independent reproduction.

### Human (published)

Mean Proportion Correct: 65. Result ID: 6a2a5e16fbc373592c26f1be.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34b90966ade919c17d0.md>)

Recorded evaluation configuration: {"Persona Stratum":"Baseline"}. This record does not assert independent reproduction.

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