# Linear Regression on Superconductivity 40 Source: [Linear Regression on Superconductivity 40]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:46.237Z Evaluation of Linear Regression performance on the Superconductivity 40 dataset, measured using Time, MSE, 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 40 | | 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. - [Imputation Rate (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Time (s) | Result date | Report paper | | --- | --- | --- | --- | | AC | 14.08 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 18.14 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 20.5 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 25.4 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 27.74 | Not recorded | 68fa77871e209131cea73d8c | | AC | 29.1 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 30.99 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 32.44 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 68.5 | Not recorded | 68fa77871e209131cea73d8c | | AC | 105.3 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 230.4 | Not recorded | 68fa77871e209131cea73d8c | | AC | 351.3 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 973.18 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 1110.11 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 12637 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 12765 | Not recorded | 68fa77871e209131cea73d8c | ### AC Time (s): 14.08. Result ID: 69bbb61347f34ce924a58fc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 18.14. Result ID: 69bbb61347f34ce924a58fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 20.5. Result ID: 69bbb61347f34ce924a58fbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 25.4. Result ID: 69bbb61347f34ce924a58fbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 27.74. Result ID: 69bbb61347f34ce924a58fc4. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 29.1. Result ID: 69bbb61347f34ce924a58fc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 30.99. Result ID: 69bbb61347f34ce924a58fb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 32.44. Result ID: 69bbb61347f34ce924a58fc5. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 68.5. Result ID: 69bbb61347f34ce924a58fbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### AC Time (s): 105.3. Result ID: 69bbb61347f34ce924a58fc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 230.4. Result ID: 69bbb61347f34ce924a58fbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 351.3. Result ID: 69bbb61347f34ce924a58fc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 973.18. Result ID: 69bbb61347f34ce924a58fbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Baseline Time (s): 1110.11. Result ID: 69bbb61347f34ce924a58fc7. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 12637. Result ID: 69bbb61347f34ce924a58fba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 12765. Result ID: 69bbb61347f34ce924a58fc6. [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.