# Real estate appraisal on SP (test)

Source: [Real estate appraisal on SP (test)](<https://www.sota2.com/research/sota/real-estate-appraisal-on-sp-test>)

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

Data updated: 2026-03-16T10:10:14.144Z

Evaluation of model performance on the test split of the SP dataset for the Real estate appraisal task, measured using MdAE and MdABRE.

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 | Real estate appraisal |
| Dataset (including any stated split) | SP (test) |
| Metric | Median Absolute Error (MdAE) |
| Unit | SCALAR |
| Direction | Lower 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

- [Median Absolute Error (MdAE)](<https://www.sota2.com/research/sota/real-estate-appraisal-on-sp-test.md?metric=Median%20Absolute%20Error%20(MdAE)>): Lower is better; unit: SCALAR.

- [Median Absolute Relative Error (MdABRE)](<https://www.sota2.com/research/sota/real-estate-appraisal-on-sp-test.md?metric=Median%20Absolute%20Relative%20Error%20(MdABRE)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Median Absolute Error (MdAE) | Result date | Report paper |
| --- | --- | --- | --- |
| EREA | 58182.85 | Not recorded | 69b78e770636e5bf4afbdb8e |
| ASI | 58194.7 | Not recorded | 69b78e770636e5bf4afbdb8e |
| REA | 64988.5 | Not recorded | 69b78e770636e5bf4afbdb8e |
| XGB | 69212 | Not recorded | 69b78e770636e5bf4afbdb8e |
| kNN | 108381 | Not recorded | 69b78e770636e5bf4afbdb8e |
| LR | 136263 | Not recorded | 69b78e770636e5bf4afbdb8e |

### EREA

Median Absolute Error (MdAE): 58182.85. Result ID: 69b7d70347f34ce924a01adc.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

Recorded evaluation configuration: {"Number of parameters":"592"}. This record does not assert independent reproduction.

### ASI

Median Absolute Error (MdAE): 58194.7. Result ID: 69b7d70347f34ce924a01ada.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

Recorded evaluation configuration: {"Number of parameters":"3,565"}. This record does not assert independent reproduction.

### REA

Median Absolute Error (MdAE): 64988.5. Result ID: 69b7d70347f34ce924a01adb.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

Recorded evaluation configuration: {"Number of parameters":"580"}. This record does not assert independent reproduction.

### XGB

Median Absolute Error (MdAE): 69212. Result ID: 69b7d70347f34ce924a01ad9.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

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

### kNN

Median Absolute Error (MdAE): 108381. Result ID: 69b7d70347f34ce924a01ad8.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

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

### LR

Median Absolute Error (MdAE): 136263. Result ID: 69b7d70347f34ce924a01ad7.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e770636e5bf4afbdb8e.md>)

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

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