# Concept Preservation on Dog prompts

Source: [Concept Preservation on Dog prompts](<https://www.sota2.com/research/sota/concept-preservation-on-dog-prompts>)

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

Data updated: 2026-04-13T09:14:42.298Z

Evaluation of model performance on Concept Preservation using the 'Dog prompts' dataset, measured by CS and FID.

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 | Concept Preservation |
| Dataset (including any stated split) | Dog prompts |
| Metric | CS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [CS](<https://www.sota2.com/research/sota/concept-preservation-on-dog-prompts.md?metric=CS>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/concept-preservation-on-dog-prompts.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CS | Result date | Report paper |
| --- | --- | --- | --- |
| FLUX.1 \[schnell\] | 24.62 | Not recorded | 69dc786f7d0172140ec789dc |
| SHIFT | 24.18 | Not recorded | 69dc786f7d0172140ec789dc |
| CA | 22.86 | Not recorded | 69dc786f7d0172140ec789dc |

### FLUX.1 \[schnell\]

CS: 24.62. Result ID: 69dcb3ed47f34ce924c3e438.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### SHIFT

CS: 24.18. Result ID: 69dcb3ed47f34ce924c3e437.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

Recorded evaluation configuration: {"Base Model":"FLUX.1 \[schnell\]"}. This record does not assert independent reproduction.

### CA

CS: 22.86. Result ID: 69dcb3ed47f34ce924c3e436.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a98a.md>)

Recorded evaluation configuration: {"Base Model":"FLUX.1 \[schnell\]"}. This record does not assert independent reproduction.

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