# Dynamic Link Prediction on Wikipedia Source: [Dynamic Link Prediction on Wikipedia]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:48.452Z Evaluation of Dynamic Link Prediction performance on the Wikipedia dataset, measured using Average Precision (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 | Dynamic link prediction | | Dataset (including any stated split) | Wikipedia | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 | | --- | --- | --- | --- | | DyGFormer | 99.03 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 98.76 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 98.45 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 97.25 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 96.94 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 96.5 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 96.47 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 94.86 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 90.9 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 90.37 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 89.05 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 88.59 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 87.38 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 87 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 86.86 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 86.76 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 85.62 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 83.01 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 82.23 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 80.63 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 79.93 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 78.29 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 75.65 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 74.06 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 73.35 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 71.21 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 70.21 | Not recorded | 68fa70e61e209131cea4dcf3 | ### DyGFormer AP: 99.03. Result ID: 69914e8f3a6c314849073297. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 98.76. Result ID: 69914e8f3a6c314849073293. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 98.45. Result ID: 69914e8f3a6c314849073292. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 97.25. Result ID: 69914e8f3a6c314849073296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 96.94. Result ID: 69914e8f3a6c314849073291. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 96.5. Result ID: 69914e8f3a6c31484907328f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 96.47. Result ID: 69914e8f3a6c314849073295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 94.86. Result ID: 69914e8f3a6c314849073290. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 90.9. Result ID: 69914e8f3a6c31484907329f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 90.37. Result ID: 69914e8f3a6c314849073294. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 89.05. Result ID: 69914e8f3a6c31484907329e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 88.59. Result ID: 69914e8f3a6c3148490732a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 87.38. Result ID: 69914e8f3a6c31484907329a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 87. Result ID: 69914e8f3a6c3148490732a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 86.86. Result ID: 69914e8f3a6c31484907329b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 86.76. Result ID: 69914e8f3a6c3148490732a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 85.62. Result ID: 69914e8f3a6c3148490732a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 83.01. Result ID: 69914e8f3a6c314849073298. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 82.23. Result ID: 69914e8f3a6c3148490732a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 80.63. Result ID: 69914e8f3a6c3148490732a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 79.93. Result ID: 69914e8f3a6c314849073299. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 78.29. Result ID: 69914e8f3a6c3148490732a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 75.65. Result ID: 69914e8f3a6c3148490732a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 74.06. Result ID: 69914e8f3a6c3148490732a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 73.35. Result ID: 69914e8f3a6c31484907329d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 71.21. Result ID: 69914e8f3a6c31484907329c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 70.21. Result ID: 69914e8f3a6c3148490732a2. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.