# Privacy-Preserving Medical Diagnostic Question Answering and Text Generation on Pri-DDXPlus (test)

Source: [Privacy-Preserving Medical Diagnostic Question Answering and Text Generation on Pri-DDXPlus (test)](<https://www.sota2.com/research/sota/privacy-preserving-medical-diagnostic-question-answering-and-text-generation-on-pri-ddxplus-test>)

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

Data updated: 2026-02-26T05:49:44.289Z

Evaluation of model performance on the test split of the Pri-DDXPlus dataset for privacy-preserving medical diagnostic question answering and text generation tasks.

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-Preserving Medical Diagnostic Question Answering and Text Generation |
| Dataset (including any stated split) | Pri-DDXPlus (test) |
| Metric | MC1 Score |
| Unit | PERCENT |
| 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

- [MC1 Score](<https://www.sota2.com/research/sota/privacy-preserving-medical-diagnostic-question-answering-and-text-generation-on-pri-ddxplus-test.md?metric=MC1%20Score>): Higher is better; unit: PERCENT.

- [MC2 Score](<https://www.sota2.com/research/sota/privacy-preserving-medical-diagnostic-question-answering-and-text-generation-on-pri-ddxplus-test.md?metric=MC2%20Score>): Higher is better; unit: PERCENT.

- [ROUGE-L](<https://www.sota2.com/research/sota/privacy-preserving-medical-diagnostic-question-answering-and-text-generation-on-pri-ddxplus-test.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

- [LLM-J](<https://www.sota2.com/research/sota/privacy-preserving-medical-diagnostic-question-answering-and-text-generation-on-pri-ddxplus-test.md?metric=LLM-J>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MC1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| PrivacyRestore | 60.19 | Not recorded | 68fa78d21e209131cea7a97f |
| IncogniText | 55.26 | Not recorded | 68fa78d21e209131cea7a97f |
| LLM-anonymization | 52.09 | Not recorded | 68fa78d21e209131cea7a97f |

### PrivacyRestore

MC1 Score: 60.19. Result ID: 6995a4303badfaffe6a17809.

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

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

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

### IncogniText

MC1 Score: 55.26. Result ID: 6995a4303badfaffe6a17808.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef1a.md>)

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

### LLM-anonymization

MC1 Score: 52.09. Result ID: 6995a4303badfaffe6a17807.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c51e209131cea6eecb.md>)

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

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