# Two-choice selection on Science-T2I Simple

Source: [Two-choice selection on Science-T2I Simple](<https://www.sota2.com/research/sota/two-choice-selection-on-science-t2i-simple>)

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

Data updated: 2026-04-02T08:24:33.398Z

Evaluation of model performance on the Science-T2I Simple dataset for two-choice selection tasks, reporting accuracy scores across Physics, Chemistry, and Biology domains.

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 | Two-choice selection |
| Dataset (including any stated split) | Science-T2I Simple |
| Metric | Physics Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Physics Accuracy](<https://www.sota2.com/research/sota/two-choice-selection-on-science-t2i-simple.md?metric=Physics%20Accuracy>): Higher is better; unit: PERCENT.

- [Chemistry Accuracy](<https://www.sota2.com/research/sota/two-choice-selection-on-science-t2i-simple.md?metric=Chemistry%20Accuracy>): Higher is better; unit: PERCENT.

- [Biology Accuracy](<https://www.sota2.com/research/sota/two-choice-selection-on-science-t2i-simple.md?metric=Biology%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/two-choice-selection-on-science-t2i-simple.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Physics Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SciScore | 94.92 | Not recorded | 68fa781a1e209131cea76cdb |
| Human Eval | 87.67 | Not recorded | 68fa781a1e209131cea76cdb |
| LLaVA-OV-7B | 68.22 | Not recorded | 68fa781a1e209131cea76cdb |
| InternVL2.5-8B | 67.8 | Not recorded | 68fa781a1e209131cea76cdb |
| GPT-4o mini | 67.04 | Not recorded | 68fa781a1e209131cea76cdb |
| GPT-4o mini | 61.97 | Not recorded | 68fa781a1e209131cea76cdb |
| Qwen2-VL-7B | 60.03 | Not recorded | 68fa781a1e209131cea76cdb |
| SigLIP ViT-SO-14 | 59.63 | Not recorded | 68fa781a1e209131cea76cdb |
| CLIP-H | 55.08 | Not recorded | 68fa781a1e209131cea76cdb |
| BLIPScore | 50.35 | Not recorded | 68fa781a1e209131cea76cdb |
| Random Guess | 50 | Not recorded | 68fa781a1e209131cea76cdb |

### SciScore

Physics Accuracy: 94.92. Result ID: 69ce27ae47f34ce924b7431b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

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

### Human Eval

Physics Accuracy: 87.67. Result ID: 69ce27ad47f34ce924b74311.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

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

### LLaVA-OV-7B

Physics Accuracy: 68.22. Result ID: 69ce27ae47f34ce924b74317.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.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.

### InternVL2.5-8B

Physics Accuracy: 67.8. Result ID: 69ce27ae47f34ce924b74318.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

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

### GPT-4o mini

Physics Accuracy: 67.04. Result ID: 69ce27ae47f34ce924b7431a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

Recorded evaluation configuration: {"Chain-of-Thought (CoT)":"true"}. This record does not assert independent reproduction.

### GPT-4o mini

Physics Accuracy: 61.97. Result ID: 69ce27ae47f34ce924b74319.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

Recorded evaluation configuration: {"Chain-of-Thought (CoT)":"false"}. This record does not assert independent reproduction.

### Qwen2-VL-7B

Physics Accuracy: 60.03. Result ID: 69ce27ad47f34ce924b74316.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

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

### SigLIP ViT-SO-14

Physics Accuracy: 59.63. Result ID: 69ce27ad47f34ce924b74315.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ae1e209131cea4c7a4.md>)

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

### CLIP-H

Physics Accuracy: 55.08. Result ID: 69ce27ad47f34ce924b74313.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

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

### BLIPScore

Physics Accuracy: 50.35. Result ID: 69ce27ad47f34ce924b74314.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

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

### Random Guess

Physics Accuracy: 50. Result ID: 69ce27ad47f34ce924b74312.

[Reporting paper](<https://www.sota2.com/research/paper/68fa781a1e209131cea76cdb.md>)

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

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