# Text-to-Image Generation on WISE (Physics/Chemistry Metrics)

Source: [Text-to-Image Generation on WISE (Physics/Chemistry Metrics)](<https://www.sota2.com/research/sota/text-to-image-generation-on-wise-physics-chemistry-metrics>)

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

Data updated: 2026-02-26T05:58:00.423Z

Evaluation of Text-to-Image generation models on the WISE dataset, reporting scores specifically for Physics, Chemistry, and Overall performance.

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 | Text-to-Image Generation |
| Dataset (including any stated split) | WISE |
| Metric | Physics Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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 Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-wise-physics-chemistry-metrics.md?metric=Physics%20Score>): Higher is better; unit: PERCENT.

- [Chemistry Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-wise-physics-chemistry-metrics.md?metric=Chemistry%20Score>): Higher is better; unit: PERCENT.

- [Overall Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-wise-physics-chemistry-metrics.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Physics Score | Result date | Report paper |
| --- | --- | --- | --- |
| UniCorn | 67 | Not recorded | 695de86d53fdd5c361743b90 |
| show-o2 | 63 | Not recorded | 695de86d53fdd5c361743b90 |
| BLIP3-o | 63 | Not recorded | 695de86d53fdd5c361743b90 |
| BAGEL | 57 | Not recorded | 695de86d53fdd5c361743b90 |
| T2I-R1 | 55 | Not recorded | 695de86d53fdd5c361743b90 |
| OmniGen2 | 52 | Not recorded | 695de86d53fdd5c361743b90 |
| FLUX.1 dev | 51 | Not recorded | 695de86d53fdd5c361743b90 |
| SD3 Medium | 47 | Not recorded | 695de86d53fdd5c361743b90 |
| Janus-Pro | 42 | Not recorded | 695de86d53fdd5c361743b90 |

### UniCorn

Physics Score: 67. Result ID: 6997e15f5698665ec43a3456.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

[Implementation](<https://github.com/Hungryyan1/UniCorn>)

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

### show-o2

Physics Score: 63. Result ID: 6997e15f5698665ec43a3451.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

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

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

### BLIP3-o

Physics Score: 63. Result ID: 6997e15f5698665ec43a3452.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78841e209131cea78c86.md>)

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

### BAGEL

Physics Score: 57. Result ID: 6997e15f5698665ec43a3455.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

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

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

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

### T2I-R1

Physics Score: 55. Result ID: 6997e15f5698665ec43a3454.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cc1e209131cea7f6a9.md>)

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

### OmniGen2

Physics Score: 52. Result ID: 6997e15f5698665ec43a3453.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a322.md>)

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

### FLUX.1 dev

Physics Score: 51. Result ID: 6997e15f5698665ec43a344f.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

Recorded evaluation configuration: {"Model Category":"Generation Only Models"}. This record does not assert independent reproduction.

### SD3 Medium

Physics Score: 47. Result ID: 6997e15f5698665ec43a344e.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Model Category":"Generation Only Models"}. This record does not assert independent reproduction.

### Janus-Pro

Physics Score: 42. Result ID: 6997e15f5698665ec43a3450.

[Reporting paper](<https://www.sota2.com/research/paper/695de86d53fdd5c361743b90.md>)

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

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

Recorded evaluation configuration: {"Model Category":"Unified Multimodal Models"}. This record does not assert independent reproduction.

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