# Video Recommendation on MovieLens item warm-start 10M Source: [Video Recommendation on MovieLens item warm-start 10M]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:37.973Z Evaluation of Video Recommendation performance on the MovieLens 10 Million dataset under item warm-start conditions, measured using ranking metrics such as MAP and NDCG at K=5, 15, and 30. 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 | Video Recommendation | | Dataset (including any stated split) | MovieLens item warm-start 10M | | Metric | MAP@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 - [MAP@5](): Higher is better; unit: SCALAR. - [NDCG@5](): Higher is better; unit: SCALAR. - [MAP@15](): Higher is better; unit: SCALAR. - [NDCG@15](): Higher is better; unit: SCALAR. - [MAP@30](): Higher is better; unit: SCALAR. - [NDCG@30](): Higher is better; unit: SCALAR. ## Recorded results | Method | MAP@5 | Result date | Report paper | | --- | --- | --- | --- | | scaled-CER | 0.1536 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1536 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1535 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1533 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1531 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1531 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1531 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.153 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.1529 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1113 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1112 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1111 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.111 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1107 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1107 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1105 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1105 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.1101 | Not recorded | 68fa6b871e209131cea2ee35 | ### scaled-CER MAP@5: 0.1536. Result ID: 698e94b9ffc3901de09ed712. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"Obj(IN)"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1536. Result ID: 698e94b9ffc3901de09ed716. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"iDT"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1535. Result ID: 698e94b9ffc3901de09ed717. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"MoSIFT"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1533. Result ID: 698e94b9ffc3901de09ed715. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"Action(HMDB)"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1531. Result ID: 698e94b9ffc3901de09ed711. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"Genres"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1531. Result ID: 698e94b9ffc3901de09ed713. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"Scene"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1531. Result ID: 698e94b9ffc3901de09ed719. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"VGGish"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.153. Result ID: 698e94b9ffc3901de09ed714. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"Action(IG)"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.1529. Result ID: 698e94b9ffc3901de09ed718. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content features":"MFCC"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1113. Result ID: 698e94b9ffc3901de09ed70c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"Action(HMDB)"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1112. Result ID: 698e94b9ffc3901de09ed70f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"MFCC"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1111. Result ID: 698e94b9ffc3901de09ed70e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"MoSIFT"}. This record does not assert independent reproduction. ### CER MAP@5: 0.111. Result ID: 698e94b9ffc3901de09ed709. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"Obj(IN)"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1107. Result ID: 698e94b9ffc3901de09ed70a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"Scene"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1107. Result ID: 698e94b9ffc3901de09ed70b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"Action(IG)"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1105. Result ID: 698e94b9ffc3901de09ed70d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"iDT"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1105. Result ID: 698e94b9ffc3901de09ed710. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"VGGish"}. This record does not assert independent reproduction. ### CER MAP@5: 0.1101. Result ID: 698e94b9ffc3901de09ed708. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content features":"Genres"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.