# Churn Prediction on Amazon Source: [Churn Prediction on Amazon]() Collection index: [llms.txt]() Data updated: 2026-03-05T08:48:24.277Z Evaluation of Churn Prediction performance on the Amazon dataset, measured using ROC-AUC. 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 | Churn Prediction | | Dataset (including any stated split) | Amazon | | Metric | ROC-AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [ROC-AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | LimiX | 0.6751 | Not recorded | 69a90e112d603e6de3e4083c | | RDB-PFN | 0.6675 | Not recorded | 69a90e112d603e6de3e4083c | | TabICLv1 | 0.667 | Not recorded | 69a90e112d603e6de3e4083c | | TabPFNv2 | 0.6609 | Not recorded | 69a90e112d603e6de3e4083c | | LimiX2m | 0.6537 | Not recorded | 69a90e112d603e6de3e4083c | | TabICLv1.1 | 0.6476 | Not recorded | 69a90e112d603e6de3e4083c | | TabICLv1 | 0.6468 | Not recorded | 69a90e112d603e6de3e4083c | | TabICLv1.1 | 0.6426 | Not recorded | 69a90e112d603e6de3e4083c | | Mitra | 0.6421 | Not recorded | 69a90e112d603e6de3e4083c | | RDB-PFN | 0.6408 | Not recorded | 69a90e112d603e6de3e4083c | | RDBPFN | 0.6286 | Not recorded | 69a90e112d603e6de3e4083c | | TabICLv1.1-1estimator | 0.6276 | Not recorded | 69a90e112d603e6de3e4083c | | TabPFNv2 | 0.6265 | Not recorded | 69a90e112d603e6de3e4083c | | RDBPFN\_single\_table | 0.6241 | Not recorded | 69a90e112d603e6de3e4083c | | LimiX | 0.6241 | Not recorded | 69a90e112d603e6de3e4083c | | LimiX16m | 0.6234 | Not recorded | 69a90e112d603e6de3e4083c | | TabICLv1.1 | 0.6215 | Not recorded | 69a90e112d603e6de3e4083c | | LimiX16m-1estimator | 0.617 | Not recorded | 69a90e112d603e6de3e4083c | | AutoGluon | 0.6071 | Not recorded | 69a90e112d603e6de3e4083c | | LimiX | 0.6051 | Not recorded | 69a90e112d603e6de3e4083c | | Random Forest | 0.6036 | Not recorded | 69a90e112d603e6de3e4083c | | Random Forest | 0.603 | Not recorded | 69a90e112d603e6de3e4083c | | TabPFNv2.5 | 0.5976 | Not recorded | 69a90e112d603e6de3e4083c | | TabPFNv2.5 | 0.5854 | Not recorded | 69a90e112d603e6de3e4083c | | Mitra | 0.5828 | Not recorded | 69a90e112d603e6de3e4083c | | AutoGluon | 0.5818 | Not recorded | 69a90e112d603e6de3e4083c | | XGBoost | 0.5801 | Not recorded | 69a90e112d603e6de3e4083c | | TabPFNv2.5 | 0.5783 | Not recorded | 69a90e112d603e6de3e4083c | | XGBoost | 0.5757 | Not recorded | 69a90e112d603e6de3e4083c | | TabPFNv2.5-1estimator | 0.566 | Not recorded | 69a90e112d603e6de3e4083c | ### LimiX ROC-AUC: 0.6751. Result ID: 69a943456dbb7075b952cd0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128","Parameters":"2m"}. This record does not assert independent reproduction. ### RDB-PFN ROC-AUC: 0.6675. Result ID: 69a943456dbb7075b952cd0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128","Mode":"single table"}. This record does not assert independent reproduction. ### TabICLv1 ROC-AUC: 0.667. Result ID: 69a943456dbb7075b952cd09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### TabPFNv2 ROC-AUC: 0.6609. Result ID: 69a943456dbb7075b952cd06. [Reporting paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### LimiX2m ROC-AUC: 0.6537. Result ID: 69a943456dbb7075b952cbb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabICLv1.1 ROC-AUC: 0.6476. Result ID: 69a943456dbb7075b952cd0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128","Estimators":"1"}. This record does not assert independent reproduction. ### TabICLv1 ROC-AUC: 0.6468. Result ID: 69a943456dbb7075b952cbb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabICLv1.1 ROC-AUC: 0.6426. Result ID: 69a943456dbb7075b952cd0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### Mitra ROC-AUC: 0.6421. Result ID: 69a943456dbb7075b952cd05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### RDB-PFN ROC-AUC: 0.6408. Result ID: 69a943456dbb7075b952cd10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### RDBPFN ROC-AUC: 0.6286. Result ID: 69a943456dbb7075b952cbb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabICLv1.1-1estimator ROC-AUC: 0.6276. Result ID: 69a943456dbb7075b952cbb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabPFNv2 ROC-AUC: 0.6265. Result ID: 69a943456dbb7075b952cbad. [Reporting paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### RDBPFN\_single\_table ROC-AUC: 0.6241. Result ID: 69a943456dbb7075b952cbb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### LimiX ROC-AUC: 0.6241. Result ID: 69a943456dbb7075b952cd0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128","Parameters":"16m"}. This record does not assert independent reproduction. ### LimiX16m ROC-AUC: 0.6234. Result ID: 69a943456dbb7075b952cbb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabICLv1.1 ROC-AUC: 0.6215. Result ID: 69a943456dbb7075b952cbb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### LimiX16m-1estimator ROC-AUC: 0.617. Result ID: 69a943456dbb7075b952cbb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### AutoGluon ROC-AUC: 0.6071. Result ID: 69a943456dbb7075b952cd04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### LimiX ROC-AUC: 0.6051. Result ID: 69a943456dbb7075b952cd0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128","Parameters":"16m","Estimators":"1"}. This record does not assert independent reproduction. ### Random Forest ROC-AUC: 0.6036. Result ID: 69a943456dbb7075b952cba9. [Reporting paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### Random Forest ROC-AUC: 0.603. Result ID: 69a943456dbb7075b952cd02. [Reporting paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### TabPFNv2.5 ROC-AUC: 0.5976. Result ID: 69a943456dbb7075b952cbae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabPFNv2.5 ROC-AUC: 0.5854. Result ID: 69a943456dbb7075b952cd07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### Mitra ROC-AUC: 0.5828. Result ID: 69a943456dbb7075b952cbac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### AutoGluon ROC-AUC: 0.5818. Result ID: 69a943456dbb7075b952cbab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### XGBoost ROC-AUC: 0.5801. Result ID: 69a943456dbb7075b952cd03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Context Size":"128"}. This record does not assert independent reproduction. ### TabPFNv2.5 ROC-AUC: 0.5783. Result ID: 69a943456dbb7075b952cd08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"128","Estimators":"1"}. This record does not assert independent reproduction. ### XGBoost ROC-AUC: 0.5757. Result ID: 69a943456dbb7075b952cbaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. ### TabPFNv2.5-1estimator ROC-AUC: 0.566. Result ID: 69a943456dbb7075b952cbaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Size":"64"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.