# Link Prediction on MovieLen 10M (Recall@5, Precision@5) Source: [Link Prediction on MovieLen 10M (Recall@5, Precision@5)]() Collection index: [llms.txt]() Data updated: 2026-06-05T10:21:51.088Z Evaluation of Link Prediction performance on the MovieLens 10 Million dataset, measured using Recall@5 and Precision@5. 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@5 | | Unit | SCALAR | | 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@5](): Higher is better; unit: SCALAR. - [Precision@5](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall@5 | Result date | Report paper | | --- | --- | --- | --- | | CureLLM | 9.32 | Not recorded | 6a22587a86173ad9c1468a1c | | MuseGraph | 8.57 | Not recorded | 6a22587a86173ad9c1468a1c | | TAPE | 8.36 | Not recorded | 6a22587a86173ad9c1468a1c | | OpenGraph | 8.33 | Not recorded | 6a22587a86173ad9c1468a1c | | WalkLM | 8.18 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphCL | 8.16 | Not recorded | 6a22587a86173ad9c1468a1c | | SAGE | 7.91 | Not recorded | 6a22587a86173ad9c1468a1c | | GIN | 7.83 | Not recorded | 6a22587a86173ad9c1468a1c | | RoBERTa | 7.82 | Not recorded | 6a22587a86173ad9c1468a1c | | GAT | 7.78 | Not recorded | 6a22587a86173ad9c1468a1c | | Bert | 7.56 | Not recorded | 6a22587a86173ad9c1468a1c | | GCN | 7.45 | Not recorded | 6a22587a86173ad9c1468a1c | | MLP | 7.26 | Not recorded | 6a22587a86173ad9c1468a1c | | MF | 7.04 | Not recorded | 6a22587a86173ad9c1468a1c | ### CureLLM Recall@5: 9.32. Result ID: 6a22a1d7fbc373592c2163aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA2","GNN Instance":"SAGE"}. This record does not assert independent reproduction. ### MuseGraph Recall@5: 8.57. Result ID: 6a22a1d7fbc373592c2163a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAPE Recall@5: 8.36. Result ID: 6a22a1d7fbc373592c2163a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenGraph Recall@5: 8.33. Result ID: 6a22a1d7fbc373592c2163a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WalkLM Recall@5: 8.18. Result ID: 6a22a1d7fbc373592c2163a6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCL Recall@5: 8.16. Result ID: 6a22a1d7fbc373592c2163a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE Recall@5: 7.91. Result ID: 6a22a1d7fbc373592c2163a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Recall@5: 7.83. Result ID: 6a22a1d7fbc373592c2163a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa Recall@5: 7.82. Result ID: 6a22a1d7fbc373592c2163a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Recall@5: 7.78. Result ID: 6a22a1d7fbc373592c2163a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bert Recall@5: 7.56. Result ID: 6a22a1d7fbc373592c2163a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Recall@5: 7.45. Result ID: 6a22a1d7fbc373592c21639f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Recall@5: 7.26. Result ID: 6a22a1d7fbc373592c21639e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Recall@5: 7.04. Result ID: 6a22a1d7fbc373592c21639d. [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.