# Medical Diagnosis Classification on Pri-SLJA (test)

Source: [Medical Diagnosis Classification on Pri-SLJA (test)](<https://www.sota2.com/research/sota/medical-diagnosis-classification-on-pri-slja-test>)

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

Data updated: 2026-04-14T08:40:56.977Z

Evaluation of model performance on the test split of the Pri-SLJA dataset for Medical Diagnosis Classification, reporting metrics including Accuracy (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 | Medical Diagnosis Classification |
| Dataset (including any stated split) | Pri-SLJA (test) |
| 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/medical-diagnosis-classification-on-pri-slja-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Brier Score (BS)](<https://www.sota2.com/research/sota/medical-diagnosis-classification-on-pri-slja-test.md?metric=Brier%20Score%20(BS)>): Lower is better; unit: SCALAR.

- [LLM-J Score](<https://www.sota2.com/research/sota/medical-diagnosis-classification-on-pri-slja-test.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 | 83.17 | Not recorded | 69ddca317d0172140ec79afb |
| DP-MLMoracle | 81.14 | Not recorded | 69ddca317d0172140ec79afb |
| PrivacyRestore | 79.36 | Not recorded | 69ddca317d0172140ec79afb |
| DP-Paraphrase | 47.45 | Not recorded | 69ddca317d0172140ec79afb |
| DP-MLM | 29.81 | Not recorded | 69ddca317d0172140ec79afb |
| DP-Prompt | 25.15 | Not recorded | 69ddca317d0172140ec79afb |

### No Rewriting

Accuracy: 89.79. Result ID: 69ddfd7f47f34ce924c572a9.

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

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

### DAMPER

Accuracy: 83.17. Result ID: 69ddfd7f47f34ce924c572af.

[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-MLMoracle

Accuracy: 81.14. Result ID: 69ddfd7f47f34ce924c572ad.

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

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

Recorded evaluation configuration: {"mode":"oracle"}. This record does not assert independent reproduction.

### PrivacyRestore

Accuracy: 79.36. Result ID: 69ddfd7f47f34ce924c572ae.

[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: 47.45. Result ID: 69ddfd7f47f34ce924c572aa.

[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: 29.81. Result ID: 69ddfd7f47f34ce924c572ac.

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

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

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

### DP-Prompt

Accuracy: 25.15. Result ID: 69ddfd7f47f34ce924c572ab.

[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.

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