# Synthetic Data Fidelity Evaluation on Specific Phobia

Source: [Synthetic Data Fidelity Evaluation on Specific Phobia](<https://www.sota2.com/research/sota/synthetic-data-fidelity-evaluation-on-specific-phobia>)

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

Data updated: 2026-03-27T14:19:22.433Z

Evaluation of synthetic data fidelity performance using the Specific Phobia dataset, reporting metrics including JSD, MAE\_V, and ED^2.

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 | Synthetic Data Fidelity Evaluation |
| Dataset (including any stated split) | Specific Phobia |
| Metric | JSD |
| Unit | SCALAR |
| Direction | Lower 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

- [JSD](<https://www.sota2.com/research/sota/synthetic-data-fidelity-evaluation-on-specific-phobia.md?metric=JSD>): Lower is better; unit: SCALAR.

- [MAE\_V](<https://www.sota2.com/research/sota/synthetic-data-fidelity-evaluation-on-specific-phobia.md?metric=MAE_V>): Lower is better; unit: SCALAR.

- [ED^2](<https://www.sota2.com/research/sota/synthetic-data-fidelity-evaluation-on-specific-phobia.md?metric=ED%5E2>): Lower is better; unit: SCALAR.

## Recorded results

| Method | JSD | Result date | Report paper |
| --- | --- | --- | --- |
| CTGAN | 0.023 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| DUAL-KB | 0.113 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| DSM-V | 0.115 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| NO-KB | 0.12 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| ICD-10 | 0.127 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| Random | 0.131 | Not recorded | 69c60eff0636e5bf4afc84e5 |
| TVAE | 0.187 | Not recorded | 69c60eff0636e5bf4afc84e5 |

### CTGAN

JSD: 0.023. Result ID: 69c691cc47f34ce924b0e537.

[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.

### DUAL-KB

JSD: 0.113. Result ID: 69c691cc47f34ce924b0e53a.

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

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

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

### DSM-V

JSD: 0.115. Result ID: 69c691cc47f34ce924b0e539.

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

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

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

### NO-KB

JSD: 0.12. Result ID: 69c691cc47f34ce924b0e53c.

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

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

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

### ICD-10

JSD: 0.127. Result ID: 69c691cc47f34ce924b0e53b.

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

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

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

### Random

JSD: 0.131. Result ID: 69c691cc47f34ce924b0e53d.

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

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

### TVAE

JSD: 0.187. Result ID: 69c691cc47f34ce924b0e538.

[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.

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