# Link Prediction on MovieLen 10M Source: [Link Prediction on MovieLen 10M]() Collection index: [llms.txt]() Data updated: 2026-06-05T10:21:50.993Z Evaluation of Link Prediction performance on the MovieLens 10 Million dataset, measured using Recall@10 (R@10) and Precision@10 (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 10M | | Metric | Recall@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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: PERCENT. - [Precision@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@10 | Result date | Report paper | | --- | --- | --- | --- | | CureLLM | 14.95 | Not recorded | 6a22587a86173ad9c1468a1c | | MuseGraph | 13.81 | Not recorded | 6a22587a86173ad9c1468a1c | | TAPE | 13.68 | Not recorded | 6a22587a86173ad9c1468a1c | | OpenGraph | 12.88 | Not recorded | 6a22587a86173ad9c1468a1c | | WalkLM | 12.66 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphCL | 12.11 | Not recorded | 6a22587a86173ad9c1468a1c | | SAGE | 11.33 | Not recorded | 6a22587a86173ad9c1468a1c | | RoBERTa | 10.37 | Not recorded | 6a22587a86173ad9c1468a1c | | GIN | 10.24 | Not recorded | 6a22587a86173ad9c1468a1c | | GAT | 10.21 | Not recorded | 6a22587a86173ad9c1468a1c | | Bert | 10.06 | Not recorded | 6a22587a86173ad9c1468a1c | | GCN | 9.96 | Not recorded | 6a22587a86173ad9c1468a1c | | MLP | 9.52 | Not recorded | 6a22587a86173ad9c1468a1c | | MF | 9.34 | Not recorded | 6a22587a86173ad9c1468a1c | ### CureLLM Recall@10: 14.95. Result ID: 6a22a1d7fbc373592c21636f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MuseGraph Recall@10: 13.81. Result ID: 6a22a1d7fbc373592c21636e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAPE Recall@10: 13.68. Result ID: 6a22a1d7fbc373592c21636d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenGraph Recall@10: 12.88. Result ID: 6a22a1d7fbc373592c21636c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WalkLM Recall@10: 12.66. Result ID: 6a22a1d7fbc373592c21636b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCL Recall@10: 12.11. Result ID: 6a22a1d7fbc373592c216368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE Recall@10: 11.33. Result ID: 6a22a1d7fbc373592c216367. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa Recall@10: 10.37. Result ID: 6a22a1d7fbc373592c21636a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Recall@10: 10.24. Result ID: 6a22a1d7fbc373592c216366. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Recall@10: 10.21. Result ID: 6a22a1d7fbc373592c216365. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bert Recall@10: 10.06. Result ID: 6a22a1d7fbc373592c216369. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Recall@10: 9.96. Result ID: 6a22a1d7fbc373592c216364. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Recall@10: 9.52. Result ID: 6a22a1d7fbc373592c216363. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Recall@10: 9.34. Result ID: 6a22a1d7fbc373592c216362. [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.