# Prompt Recovery on Flickr

Source: [Prompt Recovery on Flickr](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr>)

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

Data updated: 2026-03-06T07:08:17.971Z

Evaluation of Prompt Recovery performance on the Flickr dataset, measured using CLIP, LPIPS, Precision, Recall, F1, and PPL.

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 | Prompt Recovery |
| Dataset (including any stated split) | Flickr |
| Metric | CLIP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [CLIP Score](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Precision](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Perplexity (PPL)](<https://www.sota2.com/research/sota/prompt-recovery-on-flickr.md?metric=Perplexity%20(PPL)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| EDITOR | 0.776 | Not recorded | 68fa791f1e209131cea7c381 |
| PH2P | 0.755 | Not recorded | 68fa791f1e209131cea7c381 |
| PRISM | 0.75 | Not recorded | 68fa791f1e209131cea7c381 |
| PEZ | 0.722 | Not recorded | 68fa791f1e209131cea7c381 |
| VGD | 0.715 | Not recorded | 68fa791f1e209131cea7c381 |
| STEPS | 0.684 | Not recorded | 68fa791f1e209131cea7c381 |

### EDITOR

CLIP Score: 0.776. Result ID: 69aa7c5b6dbb7075b953baa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

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

### PH2P

CLIP Score: 0.755. Result ID: 69aa7c5b6dbb7075b953baa4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71901e209131cea5201e.md>)

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

### PRISM

CLIP Score: 0.75. Result ID: 69aa7c5b6dbb7075b953baa7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84463.md>)

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

### PEZ

CLIP Score: 0.722. Result ID: 69aa7c5b6dbb7075b953baa3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8b1e209131cea4620a.md>)

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

### VGD

CLIP Score: 0.715. Result ID: 69aa7c5b6dbb7075b953baa5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a1c1e209131cea813c0.md>)

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

### STEPS

CLIP Score: 0.684. Result ID: 69aa7c5b6dbb7075b953baa6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c381.md>)

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

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