# Privacy Evaluation on Separation Anxiety subset Source: [Privacy Evaluation on Separation Anxiety subset]() Collection index: [llms.txt]() Data updated: 2026-03-27T14:19:22.173Z Evaluation of privacy preservation performance using the Separation Anxiety subset, 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) | Separation Anxiety subset | | 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](): Higher is better; unit: PERCENT. - [q0.05{dNN}](): Higher is better; unit: PERCENT. - [Share(dnorm \<= 1/p)](): Higher is better; unit: PERCENT. - [Riskk-map](): Lower is better; unit: SCALAR. ## Recorded results | Method | Exact Overlap | Result date | Report paper | | --- | --- | --- | --- | | TVAE | 78.9 | Not recorded | 69c60eff0636e5bf4afc84e5 | | ICD-10 | 22 | Not recorded | 69c60eff0636e5bf4afc84e5 | | NO-KB | 15.2 | Not recorded | 69c60eff0636e5bf4afc84e5 | | DUAL-KB | 10.6 | Not recorded | 69c60eff0636e5bf4afc84e5 | | DSM-V | 10.5 | Not recorded | 69c60eff0636e5bf4afc84e5 | | CTGAN | 1.1 | Not recorded | 69c60eff0636e5bf4afc84e5 | | Random | 0 | Not recorded | 69c60eff0636e5bf4afc84e5 | ### TVAE Exact Overlap: 78.9. Result ID: 69c691cc47f34ce924b0e505. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICD-10 Exact Overlap: 22. Result ID: 69c691cc47f34ce924b0e501. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Base":"ICD-10"}. This record does not assert independent reproduction. ### NO-KB Exact Overlap: 15.2. Result ID: 69c691cc47f34ce924b0e504. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Base":"None"}. This record does not assert independent reproduction. ### DUAL-KB Exact Overlap: 10.6. Result ID: 69c691cc47f34ce924b0e502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Base":"Dual (ICD-10 and DSM-V)"}. This record does not assert independent reproduction. ### DSM-V Exact Overlap: 10.5. Result ID: 69c691cc47f34ce924b0e503. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Base":"DSM-V"}. This record does not assert independent reproduction. ### CTGAN Exact Overlap: 1.1. Result ID: 69c691cc47f34ce924b0e500. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Exact Overlap: 0. Result ID: 69c691cc47f34ce924b0e4ff. [Reporting paper]() 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.