# Rating Prediction on MovieLens 90/10 1M (train test) Source: [Rating Prediction on MovieLens 90/10 1M (train test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:52.002Z Evaluation of Rating Prediction performance on the 90/10 train/test split of the MovieLens 1M dataset, measured by RMSE. 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 | Rating Prediction | | Dataset (including any stated split) | MovieLens 90/10 1M (train test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | CF-NADE | 0.829 | Not recorded | 68fa63be1e209131cea009ed | | CF-NADE | 0.829 | Not recorded | 68fa64831e209131cea050be | | I-Autorec | 0.8305 | Not recorded | 68fa63e81e209131cea015cb | | I-AUTOREC | 0.831 | Not recorded | 68fa63be1e209131cea009ed | | I-AUTOREC | 0.831 | Not recorded | 68fa64831e209131cea050be | | I-CFN++ | 0.8316 | Not recorded | 68fa63e81e209131cea015cb | | GC-MC | 0.832 | Not recorded | 68fa63be1e209131cea009ed | | GC-MC | 0.832 | Not recorded | 68fa64831e209131cea050be | | I-CFN | 0.8321 | Not recorded | 68fa63e81e209131cea015cb | | LLORMA-Local | 0.833 | Not recorded | 68fa63be1e209131cea009ed | | LLORMA-Local | 0.833 | Not recorded | 68fa64831e209131cea050be | | LLORMA | 0.8371 | Not recorded | 68fa63e81e209131cea015cb | | NNMF | 0.843 | Not recorded | 68fa63be1e209131cea009ed | | NNMF | 0.843 | Not recorded | 68fa64831e209131cea050be | | ALS-WR | 0.8433 | Not recorded | 68fa63e81e209131cea015cb | | BiasMF | 0.845 | Not recorded | 68fa63be1e209131cea009ed | | BiasMF | 0.845 | Not recorded | 68fa64831e209131cea050be | | I-RBM | 0.854 | Not recorded | 68fa63be1e209131cea009ed | | I-RBM | 0.854 | Not recorded | 68fa64831e209131cea050be | | U-CFN++ | 0.8572 | Not recorded | 68fa63e81e209131cea015cb | | U-CFN | 0.8574 | Not recorded | 68fa63e81e209131cea015cb | | Factorized EAE | 0.86 | Not recorded | 68fa64831e209131cea050be | | Self-Supervised Model | 0.863 | Not recorded | 68fa64831e209131cea050be | | SVDFeature | 0.8631 | Not recorded | 68fa63e81e209131cea015cb | | BPMF | 0.8705 | Not recorded | 68fa63e81e209131cea015cb | | PMF | 0.883 | Not recorded | 68fa63be1e209131cea009ed | | PMF | 0.883 | Not recorded | 68fa64831e209131cea050be | ### CF-NADE RMSE: 0.829. Result ID: 698c021ff729bc7f68e7b017. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10","Model Variant":"Best-performing"}. This record does not assert independent reproduction. ### CF-NADE RMSE: 0.829. Result ID: 698c498e37894ef7d9cd4001. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-Autorec RMSE: 0.8305. Result ID: 698c7a7937894ef7d9ceac80. [Reporting paper]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### I-AUTOREC RMSE: 0.831. Result ID: 698c021ff729bc7f68e7b016. [Reporting paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### I-AUTOREC RMSE: 0.831. Result ID: 698c498e37894ef7d9cd4000. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-CFN++ RMSE: 0.8316. Result ID: 698c7a7937894ef7d9ceac84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Side Information":true}. This record does not assert independent reproduction. ### GC-MC RMSE: 0.832. Result ID: 698c021ff729bc7f68e7b018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### GC-MC RMSE: 0.832. Result ID: 698c498e37894ef7d9cd3fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-CFN RMSE: 0.8321. Result ID: 698c7a7937894ef7d9ceac83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### LLORMA-Local RMSE: 0.833. Result ID: 698c021ff729bc7f68e7b015. [Reporting paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### LLORMA-Local RMSE: 0.833. Result ID: 698c498e37894ef7d9cd3ffe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLORMA RMSE: 0.8371. Result ID: 698c7a7937894ef7d9ceac7f. [Reporting paper]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### NNMF RMSE: 0.843. Result ID: 698c021ff729bc7f68e7b014. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### NNMF RMSE: 0.843. Result ID: 698c498e37894ef7d9cd3ffd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ALS-WR RMSE: 0.8433. Result ID: 698c7a7937894ef7d9ceac7d. [Reporting paper]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### BiasMF RMSE: 0.845. Result ID: 698c021ff729bc7f68e7b013. [Reporting paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### BiasMF RMSE: 0.845. Result ID: 698c498e37894ef7d9cd3ffc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-RBM RMSE: 0.854. Result ID: 698c021ff729bc7f68e7b012. [Reporting paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### I-RBM RMSE: 0.854. Result ID: 698c498e37894ef7d9cd3ffb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-CFN++ RMSE: 0.8572. Result ID: 698c7a7937894ef7d9ceac82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Side Information":true}. This record does not assert independent reproduction. ### U-CFN RMSE: 0.8574. Result ID: 698c7a7937894ef7d9ceac81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### Factorized EAE RMSE: 0.86. Result ID: 698c498e37894ef7d9cd3ffa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Self-Supervised Model RMSE: 0.863. Result ID: 698c498e37894ef7d9cd3ff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVDFeature RMSE: 0.8631. Result ID: 698c7a7937894ef7d9ceac7e. [Reporting paper]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### BPMF RMSE: 0.8705. Result ID: 698c7a7937894ef7d9ceac7c. [Reporting paper]() Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction. ### PMF RMSE: 0.883. Result ID: 698c021ff729bc7f68e7b011. [Reporting paper]() Recorded evaluation configuration: {"Side Information":"None","Split":"90/10"}. This record does not assert independent reproduction. ### PMF RMSE: 0.883. Result ID: 698c498e37894ef7d9cd3ff8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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