# Visual Logical Reasoning on VisuLogic (Score)

Source: [Visual Logical Reasoning on VisuLogic (Score)](<https://www.sota2.com/research/sota/visual-logical-reasoning-on-visulogic-score>)

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

Data updated: 2026-04-28T10:41:04.380Z

Evaluation of model performance on the VisuLogic dataset for Visual Logical Reasoning, measured by the primary 'Score' metric.

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 Logical Reasoning |
| Dataset (including any stated split) | VisuLogic |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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-logical-reasoning-on-visulogic-score.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| BAGEL | 41.7 | Not recorded | 69f03f6155a3c32af89fa42a |
| Tuna-2 | 28.8 | Not recorded | 69f03f6155a3c32af89fa42a |
| EVE (ours-iter3) | 27.3 | Not recorded | 69e705217d0172140ec7f2bd |
| EVE (ours-iter2) | 27.2 | Not recorded | 69e705217d0172140ec7f2bd |
| Show-o2 | 26.9 | Not recorded | 69f03f6155a3c32af89fa42a |
| Ming-UniVision | 26.7 | Not recorded | 69f03f6155a3c32af89fa42a |
| Tuna-R | 26.2 | Not recorded | 69f03f6155a3c32af89fa42a |
| EVE (ours-iter1) | 26.1 | Not recorded | 69e705217d0172140ec7f2bd |
| VILA-U | 25.4 | Not recorded | 69f03f6155a3c32af89fa42a |
| Harmon | 25.1 | Not recorded | 69f03f6155a3c32af89fa42a |
| OneCat | 24.9 | Not recorded | 69f03f6155a3c32af89fa42a |
| LLaVA-OV | 24.8 | Not recorded | 69f03f6155a3c32af89fa42a |
| Emu3 | 24.7 | Not recorded | 69f03f6155a3c32af89fa42a |
| Tar | 24.3 | Not recorded | 69f03f6155a3c32af89fa42a |
| Qwen3-VL-4B-Instruct | 24.2 | Not recorded | 69e705217d0172140ec7f2bd |
| Janus-Pro | 23.8 | Not recorded | 69f03f6155a3c32af89fa42a |
| Tuna | 22.4 | Not recorded | 69f03f6155a3c32af89fa42a |
| JanusFlow | 22 | Not recorded | 69f03f6155a3c32af89fa42a |
| Qwen2.5-VL | 20 | Not recorded | 69f03f6155a3c32af89fa42a |

### BAGEL

Score: 41.7. Result ID: 69f08ead47f34ce924d745d6.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81aad.md>)

[Implementation](<https://bagel-ai.org/>)

Recorded evaluation configuration: {"Size":"14B"}. This record does not assert independent reproduction.

### Tuna-2

Score: 28.8. Result ID: 69f08ead47f34ce924d745e1.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Implementation](<https://github.com/facebookresearch/tuna-2>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### EVE (ours-iter3)

Score: 27.3. Result ID: 69e778e547f34ce924cf54f9.

[Reporting paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B","Iteration":"3"}. This record does not assert independent reproduction.

### EVE (ours-iter2)

Score: 27.2. Result ID: 69e778e547f34ce924cf54f8.

[Reporting paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B","Iteration":"2"}. This record does not assert independent reproduction.

### Show-o2

Score: 26.9. Result ID: 69f08ead47f34ce924d745dd.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b761e209131cea88a1f.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Ming-UniVision

Score: 26.7. Result ID: 69f08ead47f34ce924d745d7.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b514.md>)

Recorded evaluation configuration: {"Size":"16B"}. This record does not assert independent reproduction.

### Tuna-R

Score: 26.2. Result ID: 69f08ead47f34ce924d745e0.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Implementation](<https://github.com/facebookresearch/tuna-2>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### EVE (ours-iter1)

Score: 26.1. Result ID: 69e778e547f34ce924cf54f7.

[Reporting paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B","Iteration":"1"}. This record does not assert independent reproduction.

### VILA-U

Score: 25.4. Result ID: 69f08ead47f34ce924d745db.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77391e209131cea71cbd.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Harmon

Score: 25.1. Result ID: 69f08ead47f34ce924d745d8.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78361e209131cea773ce.md>)

Recorded evaluation configuration: {"Size":"1.5B"}. This record does not assert independent reproduction.

### OneCat

Score: 24.9. Result ID: 69f08ead47f34ce924d745de.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf21e209131cea8b83e.md>)

Recorded evaluation configuration: {"Size":"9B"}. This record does not assert independent reproduction.

### LLaVA-OV

Score: 24.8. Result ID: 69f08ead47f34ce924d745d3.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

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

### Emu3

Score: 24.7. Result ID: 69f08ead47f34ce924d745da.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64daa.md>)

Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction.

### Tar

Score: 24.3. Result ID: 69f08ead47f34ce924d745d5.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a51e209131cea7ea59.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Qwen3-VL-4B-Instruct

Score: 24.2. Result ID: 69e778e547f34ce924cf54f6.

[Reporting paper](<https://www.sota2.com/research/paper/69e705217d0172140ec7f2bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B","Iteration":"Base"}. This record does not assert independent reproduction.

### Janus-Pro

Score: 23.8. Result ID: 69f08ead47f34ce924d745dc.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76cc1e209131cea6f20a.md>)

[Implementation](<https://github.com/deepseek-ai/Janus>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Tuna

Score: 22.4. Result ID: 69f08ead47f34ce924d745df.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e733dd6b0dd3342932991.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### JanusFlow

Score: 22. Result ID: 69f08ead47f34ce924d745d9.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743dd.md>)

[Implementation](<https://github.com/deepseek-ai/Janus>)

Recorded evaluation configuration: {"Size":"1.3B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Score: 20. Result ID: 69f08ead47f34ce924d745d4.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6155a3c32af89fa42a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.