# Categorical Data Imputation on car (test) Source: [Categorical Data Imputation on car (test)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:01:53.452Z Evaluation of model performance for imputing missing categorical data in the test split of the car dataset, measured using PFC. 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 | Categorical Data Imputation | | Dataset (including any stated split) | car (test) | | Metric | PFC | | Unit | PERCENT | | Direction | Higher 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 - [PFC](): Higher is better; unit: PERCENT. ## Recorded results | Method | PFC | Result date | Report paper | | --- | --- | --- | --- | | ReMasker | 69.86 | Not recorded | 6a4f2b1f32fb937314875c5f | | MIRACLE | 69.77 | Not recorded | 6a4f2b1f32fb937314875c5f | | MissForest | 68.87 | Not recorded | 6a4f2b1f32fb937314875c5f | | OTImpute | 68.14 | Not recorded | 6a4f2b1f32fb937314875c5f | | MIWAE | 67.49 | Not recorded | 6a4f2b1f32fb937314875c5f | | IGRM | 67.47 | Not recorded | 6a4f2b1f32fb937314875c5f | | MICE | 66.84 | Not recorded | 6a4f2b1f32fb937314875c5f | | DiffPuter | 66.84 | Not recorded | 6a4f2b1f32fb937314875c5f | | TabCSDI | 66.75 | Not recorded | 6a4f2b1f32fb937314875c5f | | GAIN | 66.65 | Not recorded | 6a4f2b1f32fb937314875c5f | | KNNImpute | 66.64 | Not recorded | 6a4f2b1f32fb937314875c5f | | GRAPE | 66.26 | Not recorded | 6a4f2b1f32fb937314875c5f | | TDM | 66.24 | Not recorded | 6a4f2b1f32fb937314875c5f | | GCImpute | 66.11 | Not recorded | 6a4f2b1f32fb937314875c5f | | Mean/Mode | 65.82 | Not recorded | 6a4f2b1f32fb937314875c5f | | CAGI | 65.39 | Not recorded | 6a4f2b1f32fb937314875c5f | ### ReMasker PFC: 69.86. Result ID: 6a4f475460b88bb339e47714. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIRACLE PFC: 69.77. Result ID: 6a4f475460b88bb339e4770e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MissForest PFC: 68.87. Result ID: 6a4f475460b88bb339e4770b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OTImpute PFC: 68.14. Result ID: 6a4f475460b88bb339e4770f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIWAE PFC: 67.49. Result ID: 6a4f475460b88bb339e4770d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IGRM PFC: 67.47. Result ID: 6a4f475460b88bb339e47715. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MICE PFC: 66.84. Result ID: 6a4f475460b88bb339e4770a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffPuter PFC: 66.84. Result ID: 6a4f475460b88bb339e47716. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabCSDI PFC: 66.75. Result ID: 6a4f475460b88bb339e47712. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAIN PFC: 66.65. Result ID: 6a4f475460b88bb339e4770c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNNImpute PFC: 66.64. Result ID: 6a4f475460b88bb339e47709. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAPE PFC: 66.26. Result ID: 6a4f475460b88bb339e47713. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TDM PFC: 66.24. Result ID: 6a4f475460b88bb339e47710. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCImpute PFC: 66.11. Result ID: 6a4f475460b88bb339e47711. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mean/Mode PFC: 65.82. Result ID: 6a4f475460b88bb339e47708. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAGI PFC: 65.39. Result ID: 6a4f475460b88bb339e47717. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.