# Link Prediction on NS 50% links (train) Source: [Link Prediction on NS 50% links (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:37.720Z Evaluation of Link Prediction performance on the 50% links training split of the NS dataset, measured using AP. 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) | NS 50% links (train) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | VGAE | 95.31 | Not recorded | 68fa65131e209131cea0807d | | SEAL | 92.21 | Not recorded | 68fa65131e209131cea0807d | | SEAL | 90.42 | Not recorded | 68fa65131e209131cea0807d | | WLNM | 90.1 | Not recorded | 68fa65131e209131cea0807d | | WLK | 89.97 | Not recorded | 68fa65131e209131cea0807d | | ENS | 86.77 | Not recorded | 68fa65131e209131cea0807d | | node2vec | 86.01 | Not recorded | 68fa65131e209131cea0807d | | SBM | 84.14 | Not recorded | 68fa65131e209131cea0807d | | SR | 82.73 | Not recorded | 68fa65131e209131cea0807d | | Katz | 82.69 | Not recorded | 68fa65131e209131cea0807d | | PR | 81.86 | Not recorded | 68fa65131e209131cea0807d | | SPC | 81.16 | Not recorded | 68fa65131e209131cea0807d | | AA | 77.14 | Not recorded | 68fa65131e209131cea0807d | | RA | 77.14 | Not recorded | 68fa65131e209131cea0807d | | CN | 77.11 | Not recorded | 68fa65131e209131cea0807d | | Jaccard | 77.1 | Not recorded | 68fa65131e209131cea0807d | | LINE | 71.53 | Not recorded | 68fa65131e209131cea0807d | | PA | 68.56 | Not recorded | 68fa65131e209131cea0807d | | MF | 66.62 | Not recorded | 68fa65131e209131cea0807d | ### VGAE AP: 95.31. Result ID: 698c9aa70b614d12cff1e27a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. ### SEAL AP: 92.21. Result ID: 698c9aa70b614d12cff1e0fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"h":1,"training epochs":10}. This record does not assert independent reproduction. ### SEAL AP: 90.42. Result ID: 698c9aa70b614d12cff1e27b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. ### WLNM AP: 90.1. Result ID: 698c9aa70b614d12cff1e0f9. [Reporting paper]() Recorded evaluation configuration: {"K":10}. This record does not assert independent reproduction. ### WLK AP: 89.97. Result ID: 698c9aa70b614d12cff1e0f8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ENS AP: 86.77. Result ID: 698c9aa70b614d12cff1e0f7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### node2vec AP: 86.01. Result ID: 698c9aa70b614d12cff1e277. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. ### SBM AP: 84.14. Result ID: 698c9aa70b614d12cff1e276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. ### SR AP: 82.73. Result ID: 698c9aa70b614d12cff1e0f5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Katz AP: 82.69. Result ID: 698c9aa70b614d12cff1e0f4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PR AP: 81.86. Result ID: 698c9aa70b614d12cff1e0f6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPC AP: 81.16. Result ID: 698c9aa70b614d12cff1e279. [Reporting paper]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. ### AA AP: 77.14. Result ID: 698c9aa70b614d12cff1e0f2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RA AP: 77.14. Result ID: 698c9aa70b614d12cff1e0f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CN AP: 77.11. Result ID: 698c9aa70b614d12cff1e0ef. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Jaccard AP: 77.1. Result ID: 698c9aa70b614d12cff1e0f0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LINE AP: 71.53. Result ID: 698c9aa70b614d12cff1e278. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. ### PA AP: 68.56. Result ID: 698c9aa70b614d12cff1e0f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF AP: 66.62. Result ID: 698c9aa70b614d12cff1e275. [Reporting paper]() Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction. Page 1 of 1. 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