# Link Prediction on MovieLen-1M Source: [Link Prediction on MovieLen-1M]() Collection index: [llms.txt]() Data updated: 2026-06-05T10:21:50.957Z Evaluation of Link Prediction performance on the MovieLen-1M dataset, measured using R@10 and P@10. 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 | Link Prediction | | Dataset (including any stated split) | MovieLen-1M | | Metric | Recall@10 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Recall@10](): Higher is better; unit: SCALAR. - [Precision@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall@10 | Result date | Report paper | | --- | --- | --- | --- | | CureLLM | 8.6 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphAdapter | 7.65 | Not recorded | 6a22587a86173ad9c1468a1c | | MuseGraph | 7.58 | Not recorded | 6a22587a86173ad9c1468a1c | | TAPE | 7.44 | Not recorded | 6a22587a86173ad9c1468a1c | | WalkLM | 7.25 | Not recorded | 6a22587a86173ad9c1468a1c | | OpenGraph | 7.03 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphCL | 6.81 | Not recorded | 6a22587a86173ad9c1468a1c | | SAGE | 6.47 | Not recorded | 6a22587a86173ad9c1468a1c | | GAT | 6.23 | Not recorded | 6a22587a86173ad9c1468a1c | | RoBERTa | 6.22 | Not recorded | 6a22587a86173ad9c1468a1c | | GIN | 6.14 | Not recorded | 6a22587a86173ad9c1468a1c | | Bert | 6.1 | Not recorded | 6a22587a86173ad9c1468a1c | | GCN | 6.02 | Not recorded | 6a22587a86173ad9c1468a1c | | MLP | 5.88 | Not recorded | 6a22587a86173ad9c1468a1c | | MF | 5.63 | Not recorded | 6a22587a86173ad9c1468a1c | ### CureLLM Recall@10: 8.6. Result ID: 6a22a1d7fbc373592c216361. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphAdapter Recall@10: 7.65. Result ID: 6a22a1d7fbc373592c21635d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MuseGraph Recall@10: 7.58. Result ID: 6a22a1d7fbc373592c216360. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAPE Recall@10: 7.44. Result ID: 6a22a1d7fbc373592c21635f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WalkLM Recall@10: 7.25. Result ID: 6a22a1d7fbc373592c21635c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenGraph Recall@10: 7.03. Result ID: 6a22a1d7fbc373592c21635e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCL Recall@10: 6.81. Result ID: 6a22a1d7fbc373592c216359. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE Recall@10: 6.47. Result ID: 6a22a1d7fbc373592c216358. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Recall@10: 6.23. Result ID: 6a22a1d7fbc373592c216356. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa Recall@10: 6.22. Result ID: 6a22a1d7fbc373592c21635b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Recall@10: 6.14. Result ID: 6a22a1d7fbc373592c216357. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bert Recall@10: 6.1. Result ID: 6a22a1d7fbc373592c21635a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Recall@10: 6.02. Result ID: 6a22a1d7fbc373592c216355. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Recall@10: 5.88. Result ID: 6a22a1d7fbc373592c216354. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Recall@10: 5.63. Result ID: 6a22a1d7fbc373592c216353. [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.