# Generative Fluid Intelligence on GENIUS

Source: [Generative Fluid Intelligence on GENIUS](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius>)

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

Data updated: 2026-02-26T05:54:36.749Z

Evaluation of model performance on the Generative Fluid Intelligence task using the GENIUS dataset, covering overall scores and detailed breakdowns across Implicit Pattern, Symbolic Constraint, Visual Constraint, Prior-Conflicting, and Multi-Semantic categories.

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 | Generative Fluid Intelligence |
| Dataset (including any stated split) | GENIUS |
| Metric | Overall Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Overall Score](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

- [Implicit Pattern RC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Implicit%20Pattern%20RC>): Higher is better; unit: PERCENT.

- [Implicit Pattern VC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Implicit%20Pattern%20VC>): Higher is better; unit: PERCENT.

- [Implicit Pattern AQ](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Implicit%20Pattern%20AQ>): Higher is better; unit: PERCENT.

- [Symbolic Constraint RC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Symbolic%20Constraint%20RC>): Higher is better; unit: PERCENT.

- [Symbolic Constraint VC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Symbolic%20Constraint%20VC>): Higher is better; unit: PERCENT.

- [Symbolic Constraint AQ](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Symbolic%20Constraint%20AQ>): Higher is better; unit: PERCENT.

- [Visual Constraint RC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Visual%20Constraint%20RC>): Higher is better; unit: PERCENT.

- [Visual Constraint VC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Visual%20Constraint%20VC>): Higher is better; unit: PERCENT.

- [Visual Constraint AQ](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Visual%20Constraint%20AQ>): Higher is better; unit: PERCENT.

- [Prior-Conflicting RC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Prior-Conflicting%20RC>): Higher is better; unit: PERCENT.

- [Prior-Conflicting VC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Prior-Conflicting%20VC>): Higher is better; unit: PERCENT.

- [Prior-Conflicting AQ](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Prior-Conflicting%20AQ>): Higher is better; unit: PERCENT.

- [Multi-Semantic RC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Multi-Semantic%20RC>): Higher is better; unit: PERCENT.

- [Multi-Semantic VC](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Multi-Semantic%20VC>): Higher is better; unit: PERCENT.

- [Multi-Semantic AQ](<https://www.sota2.com/research/sota/generative-fluid-intelligence-on-genius.md?metric=Multi-Semantic%20AQ>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Score | Result date | Report paper |
| --- | --- | --- | --- |
| Nano Banana Pro | 48.35 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| SeeDream 4.5 | 44.17 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| Nano Banana | 42.88 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| GPT-Image | 40.94 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| Emu3.5-Image | 28.8 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| FLUX.2-dev | 27.37 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| Qwen-Image | 25.67 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| Ours | 23.91 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| Omini-Gen2 | 21.12 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| Bagel | 18.97 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| SeeDream 4.0 | 17.74 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| GLM-Image | 17.45 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |
| NextStep-1 | 9.9 | Not recorded | 698d5ea8c97a0b3e3b5e3e7e |

### Nano Banana Pro

Overall Score: 48.35. Result ID: 6998c18c5698665ec424b499.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction.

### SeeDream 4.5

Overall Score: 44.17. Result ID: 6998c18c5698665ec424b49d.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba51e209131cea89983.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### Nano Banana

Overall Score: 42.88. Result ID: 6998c18c5698665ec424b49a.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction.

### GPT-Image

Overall Score: 40.94. Result ID: 6998c18c5698665ec424b49b.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### Emu3.5-Image

Overall Score: 28.8. Result ID: 6998c18c5698665ec424b4a2.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690442653ef7ccd74e5e497b.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### FLUX.2-dev

Overall Score: 27.37. Result ID: 6998c18c5698665ec424b4a0.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### Qwen-Image

Overall Score: 25.67. Result ID: 6998c18c5698665ec424b49e.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6a1e209131cea83137.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### Ours

Overall Score: 23.91. Result ID: 6998c18c5698665ec424b4a5.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction.

### Omini-Gen2

Overall Score: 21.12. Result ID: 6998c18c5698665ec424b4a3.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### Bagel

Overall Score: 18.97. Result ID: 6998c18c5698665ec424b4a4.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

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

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

Recorded evaluation configuration: {"Interleaved":true}. This record does not assert independent reproduction.

### SeeDream 4.0

Overall Score: 17.74. Result ID: 6998c18c5698665ec424b49c.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba51e209131cea89983.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### GLM-Image

Overall Score: 17.45. Result ID: 6998c18c5698665ec424b49f.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

### NextStep-1

Overall Score: 9.9. Result ID: 6998c18c5698665ec424b4a1.

[Reporting paper](<https://www.sota2.com/research/paper/698d5ea8c97a0b3e3b5e3e7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845d9.md>)

Recorded evaluation configuration: {"Interleaved":false}. This record does not assert independent reproduction.

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