# Visual Question Answering on MMS

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

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

Data updated: 2026-02-26T06:03:54.598Z

Evaluation of model performance on the MMS 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) | MMS |
| Metric | Score |
| 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

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

- [Relative Average](<https://www.sota2.com/research/sota/visual-question-answering-on-mms.md?metric=Relative%20Average>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| IVC-Prune | 62.9 | Not recorded | 6982d2e4a8b01e76cc8e9893 |
| IVC-Prune | 62.6 | Not recorded | 6982d2e4a8b01e76cc8e9893 |
| IVC-Prune | 57.7 | Not recorded | 6982d2e4a8b01e76cc8e9893 |
| IVC-Prune | 34.5 | Not recorded | 6982d2e4a8b01e76cc8e9893 |

### IVC-Prune

Score: 62.9. Result ID: 699753b85698665ec4a59777.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL 7B","Average Tokens Retained":"50%"}. This record does not assert independent reproduction.

### IVC-Prune

Score: 62.6. Result ID: 699753b85698665ec4a59778.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

Recorded evaluation configuration: {"Backbone":"InternVL 2.5 8B","Average Tokens Retained":"50%"}. This record does not assert independent reproduction.

### IVC-Prune

Score: 57.7. Result ID: 699753b85698665ec4a59779.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek-VL2 Small-16B","Average Tokens Retained":"52%"}. This record does not assert independent reproduction.

### IVC-Prune

Score: 34.5. Result ID: 699753b85698665ec4a5977a.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d2e4a8b01e76cc8e9893.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5 7B","Average Tokens Retained":"28%"}. This record does not assert independent reproduction.

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