# Privacy Evaluation on Social Anxiety

Source: [Privacy Evaluation on Social Anxiety](<https://www.sota2.com/research/sota/privacy-evaluation-on-social-anxiety>)

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

Data updated: 2026-03-27T14:19:22.209Z

Evaluation of privacy preservation performance using the Social Anxiety dataset, reporting metrics such as Exact Overlap, q0.05{dNN}, Share(dnorm \<= 1/p), and Riskk-map.

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 Evaluation |
| Dataset (including any stated split) | Social Anxiety |
| Metric | Exact Overlap |
| 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

- [Exact Overlap](<https://www.sota2.com/research/sota/privacy-evaluation-on-social-anxiety.md?metric=Exact%20Overlap>): Higher is better; unit: PERCENT.

- [q0.05{dNN}](<https://www.sota2.com/research/sota/privacy-evaluation-on-social-anxiety.md?metric=q0.05%7BdNN%7D>): Lower is better; unit: PERCENT.

- [Share (dnorm \<= 1/p)](<https://www.sota2.com/research/sota/privacy-evaluation-on-social-anxiety.md?metric=Share%20(dnorm%20%3C%3D%201%2Fp)>): Higher is better; unit: PERCENT.

- [Risk (k-map)](<https://www.sota2.com/research/sota/privacy-evaluation-on-social-anxiety.md?metric=Risk%20(k-map)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Exact Overlap | Result date | Report paper |
| --- | --- | --- | --- |
| TVAE | 57.1 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| ICD-10 | 8 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| DSM-V | 7.8 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| DUAL-KB | 6.4 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| NO-KB | 6 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| CTGAN | 0.4 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| Random | 0 | Not recorded | 69c60eff0636e5bf4afc84e5 |

### TVAE

Exact Overlap: 57.1. Result ID: 69c691cc47f34ce924b0e50c.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e19.md>)

[Implementation](<https://github.com/DAI-Lab/CTGAN>)

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

### ICD-10

Exact Overlap: 8. Result ID: 69c691cc47f34ce924b0e508.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

Recorded evaluation configuration: {"Knowledge Base":"ICD-10"}. This record does not assert independent reproduction.

### DSM-V

Exact Overlap: 7.8. Result ID: 69c691cc47f34ce924b0e50a.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

Recorded evaluation configuration: {"Knowledge Base":"DSM-V"}. This record does not assert independent reproduction.

### DUAL-KB

Exact Overlap: 6.4. Result ID: 69c691cc47f34ce924b0e509.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

Recorded evaluation configuration: {"Knowledge Base":"Dual (ICD-10 and DSM-V)"}. This record does not assert independent reproduction.

### NO-KB

Exact Overlap: 6. Result ID: 69c691cc47f34ce924b0e50b.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

Recorded evaluation configuration: {"Knowledge Base":"None"}. This record does not assert independent reproduction.

### CTGAN

Exact Overlap: 0.4. Result ID: 69c691cc47f34ce924b0e507.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e19.md>)

[Implementation](<https://github.com/DAI-Lab/CTGAN>)

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

### Random

Exact Overlap: 0. Result ID: 69c691cc47f34ce924b0e506.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eff0636e5bf4afc84e5.md>)

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

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