# Link Prediction on MovieLen-1M (Recall@5, Precision@5) Source: [Link Prediction on MovieLen-1M (Recall@5, Precision@5)]() Collection index: [llms.txt]() Data updated: 2026-06-05T10:21:51.057Z Evaluation of Link Prediction performance on the MovieLen-1M 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-1M | | Metric | Recall@5 | | Unit | PERCENT | | 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@5](): Higher is better; unit: PERCENT. - [Precision@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@5 | Result date | Report paper | | --- | --- | --- | --- | | CureLLM | 5.2 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphAdapter | 4.83 | Not recorded | 6a22587a86173ad9c1468a1c | | MuseGraph | 4.72 | Not recorded | 6a22587a86173ad9c1468a1c | | TAPE | 4.69 | Not recorded | 6a22587a86173ad9c1468a1c | | WalkLM | 4.59 | Not recorded | 6a22587a86173ad9c1468a1c | | OpenGraph | 4.43 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphCL | 4.33 | Not recorded | 6a22587a86173ad9c1468a1c | | SAGE | 4.31 | Not recorded | 6a22587a86173ad9c1468a1c | | GAT | 4.28 | Not recorded | 6a22587a86173ad9c1468a1c | | RoBERTa | 4.21 | Not recorded | 6a22587a86173ad9c1468a1c | | GIN | 4.19 | Not recorded | 6a22587a86173ad9c1468a1c | | Bert | 4.17 | Not recorded | 6a22587a86173ad9c1468a1c | | GCN | 4.15 | Not recorded | 6a22587a86173ad9c1468a1c | | MLP | 4.02 | Not recorded | 6a22587a86173ad9c1468a1c | | MF | 3.96 | Not recorded | 6a22587a86173ad9c1468a1c | ### CureLLM Recall@5: 5.2. Result ID: 6a22a1d7fbc373592c21639c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA2","GNN Instance":"SAGE"}. This record does not assert independent reproduction. ### GraphAdapter Recall@5: 4.83. Result ID: 6a22a1d7fbc373592c216398. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MuseGraph Recall@5: 4.72. Result ID: 6a22a1d7fbc373592c21639b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAPE Recall@5: 4.69. Result ID: 6a22a1d7fbc373592c21639a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WalkLM Recall@5: 4.59. Result ID: 6a22a1d7fbc373592c216397. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenGraph Recall@5: 4.43. Result ID: 6a22a1d7fbc373592c216399. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCL Recall@5: 4.33. Result ID: 6a22a1d7fbc373592c216394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE Recall@5: 4.31. Result ID: 6a22a1d7fbc373592c216393. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Recall@5: 4.28. Result ID: 6a22a1d7fbc373592c216391. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa Recall@5: 4.21. Result ID: 6a22a1d7fbc373592c216396. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Recall@5: 4.19. Result ID: 6a22a1d7fbc373592c216392. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bert Recall@5: 4.17. Result ID: 6a22a1d7fbc373592c216395. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Recall@5: 4.15. Result ID: 6a22a1d7fbc373592c216390. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Recall@5: 4.02. Result ID: 6a22a1d7fbc373592c21638f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Recall@5: 3.96. Result ID: 6a22a1d7fbc373592c21638e. [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.