# Knowledge Graph Completion on MovieLens 1m (test) Source: [Knowledge Graph Completion on MovieLens 1m (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:31.520Z Evaluation of Knowledge Graph Completion performance on the test split of the MovieLens 1M dataset, measured using ranking metrics like Hit@10 and Mean Rank. 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 | Knowledge Graph Completion | | Dataset (including any stated split) | MovieLens 1m (test) | | Metric | Hit@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Hit@10](): Higher is better; unit: PERCENT. - [Mean Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Hit@10 | Result date | Report paper | | --- | --- | --- | --- | | KTUP | 48.9 | Not recorded | 68fa65691e209131cea0a2ea | | KTUP | 48.39 | Not recorded | 68fa65691e209131cea0a2ea | | TransH | 47.63 | Not recorded | 68fa65691e209131cea0a2ea | | TransE | 46.95 | Not recorded | 68fa65691e209131cea0a2ea | | CoFM | 46.62 | Not recorded | 68fa65691e209131cea0a2ea | | CoFM | 46.51 | Not recorded | 68fa65691e209131cea0a2ea | | CFKG | 41.56 | Not recorded | 68fa65691e209131cea0a2ea | | TransR | 38.93 | Not recorded | 68fa65691e209131cea0a2ea | | CKE | 34.37 | Not recorded | 68fa65691e209131cea0a2ea | ### KTUP Hit@10: 48.9. Result ID: 698cab078b517eb4331befd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"constraint":"soft"}. This record does not assert independent reproduction. ### KTUP Hit@10: 48.39. Result ID: 698cab078b517eb4331befd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"constraint":"hard"}. This record does not assert independent reproduction. ### TransH Hit@10: 47.63. Result ID: 698cab078b517eb4331befcc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransE Hit@10: 46.95. Result ID: 698cab078b517eb4331befcb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoFM Hit@10: 46.62. Result ID: 698cab078b517eb4331befd0. [Reporting paper]() Recorded evaluation configuration: {"variant":"share"}. This record does not assert independent reproduction. ### CoFM Hit@10: 46.51. Result ID: 698cab078b517eb4331befd1. [Reporting paper]() Recorded evaluation configuration: {"variant":"reg"}. This record does not assert independent reproduction. ### CFKG Hit@10: 41.56. Result ID: 698cab078b517eb4331befce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransR Hit@10: 38.93. Result ID: 698cab078b517eb4331befcd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CKE Hit@10: 34.37. Result ID: 698cab078b517eb4331befcf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.