# Item Recommendation on MovieLens 1M (test) Source: [Item Recommendation on MovieLens 1M (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:14.348Z Evaluation of general Item Recommendation performance on the test split of the MovieLens 1 Million dataset, measured using ranking metrics such as Precision, Recall, F1, Hit, and NDCG. 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 | Item Recommendation | | Dataset (including any stated split) | MovieLens @10 1m (test) | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Hit Rate](): Higher is better; unit: PERCENT. - [NDCG](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | KTUP | 0.4103 | Not recorded | 68fa65691e209131cea0a2ea | | KTUP | 0.4087 | Not recorded | 68fa65691e209131cea0a2ea | | CKE | 0.3867 | Not recorded | 68fa65691e209131cea0a2ea | | TUP | 0.3729 | Not recorded | 68fa65691e209131cea0a2ea | | TUP | 0.37 | Not recorded | 68fa65691e209131cea0a2ea | | CoFM | 0.3208 | Not recorded | 68fa65691e209131cea0a2ea | | CoFM | 0.3174 | Not recorded | 68fa65691e209131cea0a2ea | | BPRMF | 0.3081 | Not recorded | 68fa65691e209131cea0a2ea | | CFKG | 0.2945 | Not recorded | 68fa65691e209131cea0a2ea | | FM | 0.2928 | Not recorded | 68fa65691e209131cea0a2ea | ### KTUP Precision: 0.4103. Result ID: 698cab078b517eb4331befc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"soft","Top-N rank":"10"}. This record does not assert independent reproduction. ### KTUP Precision: 0.4087. Result ID: 698cab078b517eb4331befbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"hard","Top-N rank":"10"}. This record does not assert independent reproduction. ### CKE Precision: 0.3867. Result ID: 698cab078b517eb4331befba. [Reporting paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. ### TUP Precision: 0.3729. Result ID: 698cab078b517eb4331befbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"hard","Top-N rank":"10"}. This record does not assert independent reproduction. ### TUP Precision: 0.37. Result ID: 698cab078b517eb4331befbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"soft","Top-N rank":"10"}. This record does not assert independent reproduction. ### CoFM Precision: 0.3208. Result ID: 698cab078b517eb4331befbb. [Reporting paper]() Recorded evaluation configuration: {"Model variant":"share","Top-N rank":"10"}. This record does not assert independent reproduction. ### CoFM Precision: 0.3174. Result ID: 698cab078b517eb4331befbc. [Reporting paper]() Recorded evaluation configuration: {"Model variant":"reg","Top-N rank":"10"}. This record does not assert independent reproduction. ### BPRMF Precision: 0.3081. Result ID: 698cab078b517eb4331befb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. ### CFKG Precision: 0.2945. Result ID: 698cab078b517eb4331befb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. ### FM Precision: 0.2928. Result ID: 698cab078b517eb4331befb7. [Reporting paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.