# Downstream Regression on Insurance

Source: [Downstream Regression on Insurance](<https://www.sota2.com/research/sota/downstream-regression-on-insurance>)

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

Data updated: 2026-03-11T06:52:29.506Z

Evaluation of model performance on the Insurance dataset using the Downstream Regression task, measured by the ML Efficiency metric.

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 | Downstream Regression |
| Dataset (including any stated split) | Insurance |
| Metric | ML Efficiency |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [ML Efficiency](<https://www.sota2.com/research/sota/downstream-regression-on-insurance.md?metric=ML%20Efficiency>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ML Efficiency | Result date | Report paper |
| --- | --- | --- | --- |
| AdaFedPrivSyn | 151.314 | Not recorded | 69b0f6ea2d603e6de3e45b9c |
| PrivSyn | 149.746 | Not recorded | 69b0f6ea2d603e6de3e45b9c |
| AdaFedPrivSyn | 144.364 | Not recorded | 69b0f6ea2d603e6de3e45b9c |
| PrivSyn | 143.61 | Not recorded | 69b0f6ea2d603e6de3e45b9c |
| AdaFedPrivSyn | 137.539 | Not recorded | 69b0f6ea2d603e6de3e45b9c |
| PrivSyn | 131.762 | Not recorded | 69b0f6ea2d603e6de3e45b9c |

### AdaFedPrivSyn

ML Efficiency: 151.314. Result ID: 69b110aa6dbb7075b95ad8c6.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5"}. This record does not assert independent reproduction.

### PrivSyn

ML Efficiency: 149.746. Result ID: 69b110aa6dbb7075b95ad8c3.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fa1e209131cea1f74f.md>)

Recorded evaluation configuration: {"epsilon":"0.2"}. This record does not assert independent reproduction.

### AdaFedPrivSyn

ML Efficiency: 144.364. Result ID: 69b110aa6dbb7075b95ad8c7.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5"}. This record does not assert independent reproduction.

### PrivSyn

ML Efficiency: 143.61. Result ID: 69b110aa6dbb7075b95ad8c4.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fa1e209131cea1f74f.md>)

Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction.

### AdaFedPrivSyn

ML Efficiency: 137.539. Result ID: 69b110aa6dbb7075b95ad8c8.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5"}. This record does not assert independent reproduction.

### PrivSyn

ML Efficiency: 131.762. Result ID: 69b110aa6dbb7075b95ad8c5.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6ea2d603e6de3e45b9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fa1e209131cea1f74f.md>)

Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction.

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