# Visual Question Answering on Museum Artifact Dataset V-Only 1.0 (test)

Source: [Visual Question Answering on Museum Artifact Dataset V-Only 1.0 (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-museum-artifact-dataset-v-only-1-0-test>)

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

Data updated: 2026-07-08T07:52:01.955Z

Evaluation of model performance on the test split of the Museum Artifact Dataset V-Only 1.0 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) | Museum Artifact Dataset V-Only 1.0 (test) |
| Metric | Accuracy (A) |
| 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 (A)](<https://www.sota2.com/research/sota/visual-question-answering-on-museum-artifact-dataset-v-only-1-0-test.md?metric=Accuracy%20(A)>): Higher is better; unit: PERCENT.

- [Hallucination Rate](<https://www.sota2.com/research/sota/visual-question-answering-on-museum-artifact-dataset-v-only-1-0-test.md?metric=Hallucination%20Rate>): Lower is better; unit: PERCENT.

- [Groundedness Score](<https://www.sota2.com/research/sota/visual-question-answering-on-museum-artifact-dataset-v-only-1-0-test.md?metric=Groundedness%20Score>): Higher is better; unit: PERCENT.

- [Neutrality](<https://www.sota2.com/research/sota/visual-question-answering-on-museum-artifact-dataset-v-only-1-0-test.md?metric=Neutrality>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy (A) | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-VL-8B (Direct) | 44 | Not recorded | 6a4dd9d44da6617fe9198db4 |
| VaseAgent (Full) | 24 | Not recorded | 6a4dd9d44da6617fe9198db4 |
| Qwen3-VL-8B + Search | 20 | Not recorded | 6a4dd9d44da6617fe9198db4 |
| VaseAgent (w/o GRPO) | 20 | Not recorded | 6a4dd9d44da6617fe9198db4 |

### Qwen3-VL-8B (Direct)

Accuracy (A): 44. Result ID: 6a4e019260b88bb339d78836.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198db4.md>)

Recorded evaluation configuration: {"search":"disabled","reliability control":"none"}. This record does not assert independent reproduction.

### VaseAgent (Full)

Accuracy (A): 24. Result ID: 6a4e019260b88bb339d78839.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198db4.md>)

[Implementation](<https://github.com/AIGeeksGroup/VaseMuseum>)

Recorded evaluation configuration: {"search":"enabled","reliability control":"complete system","GRPO selection":"enabled"}. This record does not assert independent reproduction.

### Qwen3-VL-8B + Search

Accuracy (A): 20. Result ID: 6a4e019260b88bb339d78837.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198db4.md>)

Recorded evaluation configuration: {"search":"enabled","reliability control":"none"}. This record does not assert independent reproduction.

### VaseAgent (w/o GRPO)

Accuracy (A): 20. Result ID: 6a4e019260b88bb339d78838.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198db4.md>)

[Implementation](<https://github.com/AIGeeksGroup/VaseMuseum>)

Recorded evaluation configuration: {"search":"enabled","reliability control":"source/response control","GRPO selection":"disabled"}. This record does not assert independent reproduction.

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