# Rating Prediction on MovieLens Source: [Rating Prediction on MovieLens]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:08:30.675Z Evaluation of Rating Prediction performance on the generic MovieLens dataset, measured using RMSE and MAE. 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 | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | ALIGNUSER+ | 0.4292 | Not recorded | 695c96f553fdd5c361743590 | | ContextSim | 0.451 | Not recorded | 69ddc9fc7d0172140ec798a8 | | ALIGNUSER | 0.4693 | Not recorded | 695c96f553fdd5c361743590 | | ContextSim(fs) | 0.478 | Not recorded | 69ddc9fc7d0172140ec798a8 | | SimUSER | 0.502 | Not recorded | 695c96f553fdd5c361743590 | | SimUSER | 0.502 | Not recorded | 69ddc9fc7d0172140ec798a8 | | Agent4Rec | 0.761 | Not recorded | 69ddc9fc7d0172140ec798a8 | | Agent4Rec | 0.7612 | Not recorded | 695c96f553fdd5c361743590 | | ASADPREC | 0.916 | Not recorded | 6a1e6435dbd7150506f85845 | | SyncMulti | 0.919 | Not recorded | 6a1e6435dbd7150506f85845 | | SyncSingle | 0.93 | Not recorded | 6a1e6435dbd7150506f85845 | | RecMind-SI | 1.0651 | Not recorded | 695c96f553fdd5c361743590 | | RecAgent | 1.102 | Not recorded | 69ddc9fc7d0172140ec798a8 | | RecAgent | 1.1021 | Not recorded | 695c96f553fdd5c361743590 | | AFM | 1.176 | Not recorded | 69ddc9fc7d0172140ec798a8 | | AFM | 1.1762 | Not recorded | 695c96f553fdd5c361743590 | | MF | 1.214 | Not recorded | 69ddc9fc7d0172140ec798a8 | | MF | 1.2142 | Not recorded | 695c96f553fdd5c361743590 | ### ALIGNUSER+ RMSE: 0.4292. Result ID: 6998b3335698665ec4161177. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ContextSim RMSE: 0.451. Result ID: 69dde8cb47f34ce924c4e4a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"default"}. This record does not assert independent reproduction. ### ALIGNUSER RMSE: 0.4693. Result ID: 6998b3335698665ec4161176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ContextSim(fs) RMSE: 0.478. Result ID: 69dde8cb47f34ce924c4e4aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"few-shot"}. This record does not assert independent reproduction. ### SimUSER RMSE: 0.502. Result ID: 6998b3335698665ec4161175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimUSER RMSE: 0.502. Result ID: 69dde8cb47f34ce924c4e4a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Agent4Rec RMSE: 0.761. Result ID: 69dde8cb47f34ce924c4e4a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Agent4Rec RMSE: 0.7612. Result ID: 6998b3335698665ec4161174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ASADPREC RMSE: 0.916. Result ID: 6a1ec7adfbc373592c1a4e84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Throughput":"89","Speedup":"1.14"}. This record does not assert independent reproduction. ### SyncMulti RMSE: 0.919. Result ID: 6a1ec7adfbc373592c1a4e83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyncSingle RMSE: 0.93. Result ID: 6a1ec7adfbc373592c1a4e82. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RecMind-SI RMSE: 1.0651. Result ID: 6998b3335698665ec4161173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"few-shot"}. This record does not assert independent reproduction. ### RecAgent RMSE: 1.102. Result ID: 69dde8cb47f34ce924c4e4a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RecAgent RMSE: 1.1021. Result ID: 6998b3335698665ec4161172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AFM RMSE: 1.176. Result ID: 69dde8cb47f34ce924c4e4a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AFM RMSE: 1.1762. Result ID: 6998b3335698665ec4161171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF RMSE: 1.214. Result ID: 69dde8cb47f34ce924c4e4a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF RMSE: 1.2142. Result ID: 6998b3335698665ec4161170. [Reporting 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.