# Rating Prediction on MovieLens (MSE, GRR) Source: [Rating Prediction on MovieLens (MSE, GRR)]() Collection index: [llms.txt]() Data updated: 2026-06-19T06:42:59.068Z Evaluation of Rating Prediction performance on the generic MovieLens dataset, measured using MSE and GRR. 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 | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [MSE](): Lower is better; unit: SCALAR. - [GRR](): Lower is better; unit: PERCENT. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | DiverseDistill | 0.8132 | Not recorded | 68fa73361e209131cea5b314 | | DiverseDistill | 0.8358 | Not recorded | 68fa73361e209131cea5b314 | | AutoSKDBert | 0.8411 | Not recorded | 68fa73361e209131cea5b314 | | MT | 0.8429 | Not recorded | 68fa73361e209131cea5b314 | | LD | 0.8461 | Not recorded | 68fa73361e209131cea5b314 | | SCKD | 0.8464 | Not recorded | 68fa73361e209131cea5b314 | | AEKD | 0.8522 | Not recorded | 68fa73361e209131cea5b314 | | DiverseDistill | 0.8546 | Not recorded | 68fa73361e209131cea5b314 | | FD | 0.8587 | Not recorded | 68fa73361e209131cea5b314 | | AMTML | 0.8591 | Not recorded | 68fa73361e209131cea5b314 | | SCKD | 0.8605 | Not recorded | 68fa73361e209131cea5b314 | | FD | 0.866 | Not recorded | 68fa73361e209131cea5b314 | ### DiverseDistill MSE: 0.8132. Result ID: 6a34e4bbfbc373592c31990d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Committee":"MLP\_L + T5"}. This record does not assert independent reproduction. ### DiverseDistill MSE: 0.8358. Result ID: 6a34e4bbfbc373592c3198f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher":"MLP\_L"}. This record does not assert independent reproduction. ### AutoSKDBert MSE: 0.8411. Result ID: 6a34e4bbfbc373592c31990b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Committee":"MLP\_L + T5"}. This record does not assert independent reproduction. ### MT MSE: 0.8429. Result ID: 6a34e4bbfbc373592c319909. [Reporting paper]() Recorded evaluation configuration: {"Committee":"MLP\_L + T5"}. This record does not assert independent reproduction. ### LD MSE: 0.8461. Result ID: 6a34e4bbfbc373592c3198ea. [Reporting paper]() Recorded evaluation configuration: {"Teacher":"MLP\_L"}. This record does not assert independent reproduction. ### SCKD MSE: 0.8464. Result ID: 6a34e4bbfbc373592c3198ee. [Reporting paper]() Recorded evaluation configuration: {"Teacher":"MLP\_L"}. This record does not assert independent reproduction. ### AEKD MSE: 0.8522. Result ID: 6a34e4bbfbc373592c31990c. [Reporting paper]() Recorded evaluation configuration: {"Committee":"MLP\_L + T5"}. This record does not assert independent reproduction. ### DiverseDistill MSE: 0.8546. Result ID: 6a34e4bbfbc373592c3198ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher":"T5"}. This record does not assert independent reproduction. ### FD MSE: 0.8587. Result ID: 6a34e4bbfbc373592c3198eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher":"T5"}. This record does not assert independent reproduction. ### AMTML MSE: 0.8591. Result ID: 6a34e4bbfbc373592c31990a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Committee":"MLP\_L + T5"}. This record does not assert independent reproduction. ### SCKD MSE: 0.8605. Result ID: 6a34e4bbfbc373592c3198ed. [Reporting paper]() Recorded evaluation configuration: {"Teacher":"T5"}. This record does not assert independent reproduction. ### FD MSE: 0.866. Result ID: 6a34e4bbfbc373592c3198ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher":"MLP\_L"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.