# Recommender Systems on MovieLens item 10M (cold-start) Source: [Recommender Systems on MovieLens item 10M (cold-start)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:13.340Z Evaluation of Recommender Systems performance on the MovieLens 10 Million dataset under cold-start conditions, focusing on diversity and coverage metrics (Div. SE, Item Cov.). 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 | Recommender Systems | | Dataset (including any stated split) | MovieLens item 10M (cold-start) | | Metric | Div. SE @5 | | Unit | SCALAR | | Direction | Higher 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 - [Div. SE @5](): Higher is better; unit: SCALAR. - [Div. IntraL @5](): Higher is better; unit: SCALAR. - [Item Cov. @5](): Higher is better; unit: PERCENT. - [Div. SE @15](): Higher is better; unit: SCALAR. - [Div. IntraL @15](): Higher is better; unit: SCALAR. - [Item Cov. @15](): Higher is better; unit: PERCENT. - [Div. SE @30](): Higher is better; unit: SCALAR. - [Div. IntraL @30](): Higher is better; unit: SCALAR. - [Item Cov. @30](): Higher is better; unit: PERCENT. ## Recorded results | Method | Div. SE @5 | Result date | Report paper | | --- | --- | --- | --- | | CER | 9.1818 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 9.1571 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 9.1299 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 9.1073 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 9.0538 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 9.05 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 8.9225 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 8.8951 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 8.8372 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 8.8032 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 8.7835 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 8.674 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 8.6569 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 8.4761 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 8.1329 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 8.0557 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 7.9336 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 7.8355 | Not recorded | 68fa6b871e209131cea2ee35 | ### CER Div. SE @5: 9.1818. Result ID: 698e94b9ffc3901de09ed6ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"VGGish"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 9.1571. Result ID: 698e94b9ffc3901de09ed6f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"Action(IG)"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 9.1299. Result ID: 698e94b9ffc3901de09ed6f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"Action(HMDB)"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 9.1073. Result ID: 698e94b9ffc3901de09ed6f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"VGGish"}. This record does not assert independent reproduction. ### CER Div. SE @5: 9.0538. Result ID: 698e94b9ffc3901de09ed6e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"iDT"}. This record does not assert independent reproduction. ### CER Div. SE @5: 9.05. Result ID: 698e94b9ffc3901de09ed6e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"Action(HMDB)"}. This record does not assert independent reproduction. ### CER Div. SE @5: 8.9225. Result ID: 698e94b9ffc3901de09ed6e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"Action(IG)"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 8.8951. Result ID: 698e94b9ffc3901de09ed6ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"Scene"}. This record does not assert independent reproduction. ### CER Div. SE @5: 8.8372. Result ID: 698e94b9ffc3901de09ed6e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"Scene"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 8.8032. Result ID: 698e94b9ffc3901de09ed6f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"iDT"}. This record does not assert independent reproduction. ### CER Div. SE @5: 8.7835. Result ID: 698e94b9ffc3901de09ed6e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"Obj(IN)"}. This record does not assert independent reproduction. ### CER Div. SE @5: 8.674. Result ID: 698e94b9ffc3901de09ed6eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"MFCC"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 8.6569. Result ID: 698e94b9ffc3901de09ed6ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"Obj(IN)"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 8.4761. Result ID: 698e94b9ffc3901de09ed6f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"MFCC"}. This record does not assert independent reproduction. ### CER Div. SE @5: 8.1329. Result ID: 698e94b9ffc3901de09ed6ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"MoSIFT"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 8.0557. Result ID: 698e94b9ffc3901de09ed6ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"Genres"}. This record does not assert independent reproduction. ### scaled-CER Div. SE @5: 7.9336. Result ID: 698e94b9ffc3901de09ed6f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Content Feature":"MoSIFT"}. This record does not assert independent reproduction. ### CER Div. SE @5: 7.8355. Result ID: 698e94b9ffc3901de09ed6e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Content Feature":"Genres"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.