# Linear Regression on Superconductivity 20 Source: [Linear Regression on Superconductivity 20]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:46.214Z Evaluation of Linear Regression performance on the Superconductivity 20 dataset, measured using MSE, computation time, and sample imputation rate. 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 20 | | 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)](): Lower is better; unit: TIME. - [MSE](): Lower is better; unit: SCALAR. - [Imputed Samples (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Minimal Repair | 11.76 | Not recorded | 68fa77871e209131cea73d8c | | AC | 12.51 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 14.2 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 15.92 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 18.5 | Not recorded | 68fa77871e209131cea73d8c | | AC | 27.95 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 32.52 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 33.12 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 80.5 | Not recorded | 68fa77871e209131cea73d8c | | AC | 104.7 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 370.2 | Not recorded | 68fa77871e209131cea73d8c | | AC | 478.19 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 1240.19 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 1334.95 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 6367 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 6674 | Not recorded | 68fa77871e209131cea73d8c | ### Minimal Repair Time (s): 11.76. Result ID: 69bbb61347f34ce924a58fa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 12.51. Result ID: 69bbb61347f34ce924a58fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 14.2. Result ID: 69bbb61347f34ce924a58fad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 15.92. Result ID: 69bbb61347f34ce924a58fb4. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 18.5. Result ID: 69bbb61347f34ce924a58fac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 27.95. Result ID: 69bbb61347f34ce924a58fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Baseline Time (s): 32.52. Result ID: 69bbb61347f34ce924a58fb5. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 33.12. Result ID: 69bbb61347f34ce924a58fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 80.5. Result ID: 69bbb61347f34ce924a58fae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### AC Time (s): 104.7. Result ID: 69bbb61347f34ce924a58fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 370.2. Result ID: 69bbb61347f34ce924a58faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 478.19. Result ID: 69bbb61347f34ce924a58fb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 1240.19. Result ID: 69bbb61347f34ce924a58fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Baseline Time (s): 1334.95. Result ID: 69bbb61347f34ce924a58fb7. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 6367. Result ID: 69bbb61347f34ce924a58faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 6674. Result ID: 69bbb61347f34ce924a58fb6. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.