# Privacy Rewriting on Pri-SLJA

Source: [Privacy Rewriting on Pri-SLJA](<https://www.sota2.com/research/sota/privacy-rewriting-on-pri-slja>)

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

Data updated: 2026-04-14T08:40:57.060Z

Evaluation of Privacy Rewriting performance on the Pri-SLJA dataset, measured by ACC, BS, and LLM-J.

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 | Privacy Rewriting |
| Dataset (including any stated split) | Pri-SLJA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/privacy-rewriting-on-pri-slja.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [BS Score](<https://www.sota2.com/research/sota/privacy-rewriting-on-pri-slja.md?metric=BS%20Score>): Higher is better; unit: SCALAR.

- [LLM-J Score](<https://www.sota2.com/research/sota/privacy-rewriting-on-pri-slja.md?metric=LLM-J%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| No Rewriting | 89.79 | Not recorded | 69ddca317d0172140ec79afb |
| DAMPER | 82.68 | Not recorded | 69ddca317d0172140ec79afb |
| DP-MLM | 78.78 | Not recorded | 69ddca317d0172140ec79afb |
| PrivacyRestore | 78.38 | Not recorded | 69ddca317d0172140ec79afb |
| DP-Paraphrase | 46.86 | Not recorded | 69ddca317d0172140ec79afb |
| DP-MLM | 25.93 | Not recorded | 69ddca317d0172140ec79afb |
| DP-Prompt | 23.97 | Not recorded | 69ddca317d0172140ec79afb |

### No Rewriting

Accuracy: 89.79. Result ID: 69ddfd7f47f34ce924c572be.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

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

### DAMPER

Accuracy: 82.68. Result ID: 69ddfd7f47f34ce924c572c4.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

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

### DP-MLM

Accuracy: 78.78. Result ID: 69ddfd7f47f34ce924c572c2.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eeda.md>)

Recorded evaluation configuration: {"Localization":"Oracle"}. This record does not assert independent reproduction.

### PrivacyRestore

Accuracy: 78.38. Result ID: 69ddfd7f47f34ce924c572c3.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d21e209131cea7a97f.md>)

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

### DP-Paraphrase

Accuracy: 46.86. Result ID: 69ddfd7f47f34ce924c572bf.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c801e209131cea345e7.md>)

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

### DP-MLM

Accuracy: 25.93. Result ID: 69ddfd7f47f34ce924c572c1.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eeda.md>)

Recorded evaluation configuration: {"Localization":"Automatic"}. This record does not assert independent reproduction.

### DP-Prompt

Accuracy: 23.97. Result ID: 69ddfd7f47f34ce924c572c0.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca317d0172140ec79afb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50caf.md>)

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

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