# Linear Regression on Superconductivity 60

Source: [Linear Regression on Superconductivity 60](<https://www.sota2.com/research/sota/linear-regression-on-superconductivity-60>)

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

Data updated: 2026-03-19T08:38:46.261Z

Evaluation of Linear Regression performance on the Superconductivity 60 dataset, measured using Time(s), MSE, and % Impute Samples.

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 | Linear Regression |
| Dataset (including any stated split) | Superconductivity 60 |
| Metric | Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [Time (s)](<https://www.sota2.com/research/sota/linear-regression-on-superconductivity-60.md?metric=Time%20(s)>): Lower is better; unit: TIME.

- [MSE](<https://www.sota2.com/research/sota/linear-regression-on-superconductivity-60.md?metric=MSE>): Lower is better; unit: SCALAR.

- [% Impute Samples](<https://www.sota2.com/research/sota/linear-regression-on-superconductivity-60.md?metric=%25%20Impute%20Samples>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| Almost Minimal Repair | 6.5 | Not recorded | 68fa77871e209131cea73d8c |
| AC | 10.49 | Not recorded | 68fa77871e209131cea73d8c |
| Almost Minimal Repair | 11.5 | Not recorded | 68fa77871e209131cea73d8c |
| Almost Minimal Repair | 15.5 | Not recorded | 68fa77871e209131cea73d8c |
| Almost Minimal Repair | 22.1 | Not recorded | 68fa77871e209131cea73d8c |
| AC | 24.77 | Not recorded | 68fa77871e209131cea73d8c |
| Minimal Repair | 28.74 | Not recorded | 68fa77871e209131cea73d8c |
| Minimal Repair | 30.93 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 34.13 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 40.23 | Not recorded | 68fa77871e209131cea73d8c |
| AC | 108.7 | Not recorded | 68fa77871e209131cea73d8c |
| AC | 230.2 | Not recorded | 68fa77871e209131cea73d8c |
| Minimal Repair | 1148.74 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 1209.42 | Not recorded | 68fa77871e209131cea73d8c |
| Minimal Repair | 19117 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 19349 | Not recorded | 68fa77871e209131cea73d8c |

### Almost Minimal Repair

Time (s): 6.5. Result ID: 69bbb61347f34ce924a58fce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction.

### AC

Time (s): 10.49. Result ID: 69bbb61347f34ce924a58fd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction.

### Almost Minimal Repair

Time (s): 11.5. Result ID: 69bbb61347f34ce924a58fcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction.

### Almost Minimal Repair

Time (s): 15.5. Result ID: 69bbb61347f34ce924a58fcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction.

### Almost Minimal Repair

Time (s): 22.1. Result ID: 69bbb61347f34ce924a58fcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction.

### AC

Time (s): 24.77. Result ID: 69bbb61347f34ce924a58fd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction.

### Minimal Repair

Time (s): 28.74. Result ID: 69bbb61347f34ce924a58fc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction.

### Minimal Repair

Time (s): 30.93. Result ID: 69bbb61347f34ce924a58fc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction.

### Baseline

Time (s): 34.13. Result ID: 69bbb61347f34ce924a58fd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction.

### Baseline

Time (s): 40.23. Result ID: 69bbb61347f34ce924a58fd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction.

### AC

Time (s): 108.7. Result ID: 69bbb61347f34ce924a58fd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction.

### AC

Time (s): 230.2. Result ID: 69bbb61347f34ce924a58fd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction.

### Minimal Repair

Time (s): 1148.74. Result ID: 69bbb61347f34ce924a58fcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction.

### Baseline

Time (s): 1209.42. Result ID: 69bbb61347f34ce924a58fd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction.

### Minimal Repair

Time (s): 19117. Result ID: 69bbb61347f34ce924a58fca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction.

### Baseline

Time (s): 19349. Result ID: 69bbb61347f34ce924a58fd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction.

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