# Multimodal Benchmarking on MMB 1.1

Source: [Multimodal Benchmarking on MMB 1.1](<https://www.sota2.com/research/sota/multimodal-benchmarking-on-mmb-1-1>)

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

Data updated: 2026-05-21T10:17:11.222Z

Evaluation of general multimodal capabilities using the MMB 1.1 dataset, 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 | Multimodal Benchmarking |
| Dataset (including any stated split) | MMB 1.1 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/multimodal-benchmarking-on-mmb-1-1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4o | 82.2 | Not recorded | 68fa7b991e209131cea8964c |
| DeFacto (Ours) | 81.2 | Not recorded | 68fa7b991e209131cea8964c |
| Pixel Reasoner | 78.5 | Not recorded | 68fa7b991e209131cea8964c |
| Visual-SR1 | 77.4 | Not recorded | 68fa7b991e209131cea8964c |
| Chain-of-Focus | 75.3 | Not recorded | 68fa7b991e209131cea8964c |
| DeepEyes | 29.4 | Not recorded | 68fa7b991e209131cea8964c |

### GPT-4o

Accuracy: 82.2. Result ID: 6a0edb91fbc373592c06aff5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeFacto (Ours)

Accuracy: 81.2. Result ID: 6a0edb91fbc373592c06affa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

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

### Pixel Reasoner

Accuracy: 78.5. Result ID: 6a0edb91fbc373592c06aff8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c71e209131cea7a774.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Visual-SR1

Accuracy: 77.4. Result ID: 6a0edb91fbc373592c06aff9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae11e209131cea85a1c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Chain-of-Focus

Accuracy: 75.3. Result ID: 6a0edb91fbc373592c06aff7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b91e209131cea7a0cd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeepEyes

Accuracy: 29.4. Result ID: 6a0edb91fbc373592c06aff6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b991e209131cea8964c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c71e209131cea7a75e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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