# Video Recommendation on MovieLens 10M (item cold-start) Source: [Video Recommendation on MovieLens 10M (item cold-start)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:37.990Z Evaluation of Video Recommendation performance on the MovieLens 10 Million dataset specifically under item cold-start conditions, measured using ranking metrics MAP and NDCG at ranks 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 10M (item cold-start) | | 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 | 0.0178 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0162 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0159 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0159 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0152 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0146 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0138 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0137 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0136 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0134 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0116 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0114 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0113 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0111 | Not recorded | 68fa6b871e209131cea2ee35 | | scaled-CER | 0.0105 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0099 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0098 | Not recorded | 68fa6b871e209131cea2ee35 | | CER | 0.0095 | Not recorded | 68fa6b871e209131cea2ee35 | ### scaled-CER MAP@5: 0.0178. Result ID: 698e94b9ffc3901de09ed724. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"Obj(IN)"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0162. Result ID: 698e94b9ffc3901de09ed725. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"Scene"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0159. Result ID: 698e94b9ffc3901de09ed71b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"Obj(IN)"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0159. Result ID: 698e94b9ffc3901de09ed726. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"Action(IG)"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0152. Result ID: 698e94b9ffc3901de09ed71c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"Scene"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0146. Result ID: 698e94b9ffc3901de09ed71d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"Action(IG)"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0138. Result ID: 698e94b9ffc3901de09ed72b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"VGGish"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0137. Result ID: 698e94b9ffc3901de09ed727. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"Action(HMDB)"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0136. Result ID: 698e94b9ffc3901de09ed71e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"Action(HMDB)"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0134. Result ID: 698e94b9ffc3901de09ed722. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"VGGish"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0116. Result ID: 698e94b9ffc3901de09ed72a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"MFCC"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0114. Result ID: 698e94b9ffc3901de09ed728. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"iDT"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0113. Result ID: 698e94b9ffc3901de09ed723. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"Genres"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0111. Result ID: 698e94b9ffc3901de09ed721. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"MFCC"}. This record does not assert independent reproduction. ### scaled-CER MAP@5: 0.0105. Result ID: 698e94b9ffc3901de09ed729. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Video content feature":"MOSIFT"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0099. Result ID: 698e94b9ffc3901de09ed71a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"Genres"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0098. Result ID: 698e94b9ffc3901de09ed71f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"iDT"}. This record does not assert independent reproduction. ### CER MAP@5: 0.0095. Result ID: 698e94b9ffc3901de09ed720. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Video content feature":"MOSIFT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.