# Link Prediction on Wikipedia (transductive) Source: [Link Prediction on Wikipedia (transductive)]() Collection index: [llms.txt]() Data updated: 2026-05-18T09:12:43.414Z Evaluation of Link Prediction performance on the transductive split of 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 | Link Prediction | | Dataset (including any stated split) | Wikipedia transductive | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 | | --- | --- | --- | --- | | DiffDyG | 99.57 | Not recorded | 6a0a9d35dbc836b87d82b56e | | CoDCL | 99.31 | Not recorded | 69802fbda8b01e76cc8e1735 | | TIDFormer | 99.3 | Not recorded | 6a0a9d35dbc836b87d82b56e | | FreeDyG | 99.23 | Not recorded | 69802fbda8b01e76cc8e1735 | | RepeatMixer | 99.16 | Not recorded | 6a0a9d35dbc836b87d82b56e | | CoDCL | 99.14 | Not recorded | 69802fbda8b01e76cc8e1735 | | CNEN | 99.09 | Not recorded | 6a0a9d35dbc836b87d82b56e | | CorDGT | 99.05 | Not recorded | 69802fbda8b01e76cc8e1735 | | CoDCL | 99.02 | Not recorded | 69802fbda8b01e76cc8e1735 | | DyGFormer | 98.82 | Not recorded | 69802fbda8b01e76cc8e1735 | | DyGFormer | 98.81 | Not recorded | 6a0a9d35dbc836b87d82b56e | | PINT | 98.78 | Not recorded | 68fa6d831e209131cea3a441 | | CAWN | 98.76 | Not recorded | 69802fbda8b01e76cc8e1735 | | CAWN | 98.76 | Not recorded | 6a0a9d35dbc836b87d82b56e | | CAW | 98.63 | Not recorded | 68fa6d831e209131cea3a441 | | TGN-Att | 98.46 | Not recorded | 68fa6d831e209131cea3a441 | | TGN | 98.45 | Not recorded | 69802fbda8b01e76cc8e1735 | | TGN | 98.45 | Not recorded | 6a0a9d35dbc836b87d82b56e | | PINT | 98.43 | Not recorded | 68fa6d831e209131cea3a441 | | GraphMixer | 97.25 | Not recorded | 6a0a9d35dbc836b87d82b56e | | GraphMixer | 97.17 | Not recorded | 69802fbda8b01e76cc8e1735 | | TGAT | 96.94 | Not recorded | 6a0a9d35dbc836b87d82b56e | | JODIE | 96.5 | Not recorded | 69802fbda8b01e76cc8e1735 | | TCL | 96.47 | Not recorded | 69802fbda8b01e76cc8e1735 | | TCL | 96.47 | Not recorded | 6a0a9d35dbc836b87d82b56e | | TGAT | 95.34 | Not recorded | 68fa6d831e209131cea3a441 | | DyRep | 94.86 | Not recorded | 69802fbda8b01e76cc8e1735 | | GAT | 94.73 | Not recorded | 68fa6d831e209131cea3a441 | | Jodie | 94.62 | Not recorded | 68fa6d831e209131cea3a441 | | DyRep | 94.59 | Not recorded | 68fa6d831e209131cea3a441 | | GraphSAGE | 93.56 | Not recorded | 68fa6d831e209131cea3a441 | | EdgeBank | 90.37 | Not recorded | 6a0a9d35dbc836b87d82b56e | ### DiffDyG AP: 99.57. Result ID: 6a0ad7fc47f34ce924f13abc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random","Neighbors":"20 first-hop + 5 second-hop"}. This record does not assert independent reproduction. ### CoDCL AP: 99.31. Result ID: 6998f0bf5698665ec4557775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FreeDyG"}. This record does not assert independent reproduction. ### TIDFormer AP: 99.3. Result ID: 6a0ad7fc47f34ce924f13abe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### FreeDyG AP: 99.23. Result ID: 6998f0bf5698665ec4557774. [Reporting paper]() Recorded evaluation configuration: {"Variant":"Backbone"}. This record does not assert independent reproduction. ### RepeatMixer AP: 99.16. Result ID: 6a0ad7fc47f34ce924f13abd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### CoDCL AP: 99.14. Result ID: 6998f0bf5698665ec4557777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CorDGT"}. This record does not assert independent reproduction. ### CNEN AP: 99.09. Result ID: 6a0ad7fc47f34ce924f13ac0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### CorDGT AP: 99.05. Result ID: 6998f0bf5698665ec4557776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Backbone"}. This record does not assert independent reproduction. ### CoDCL AP: 99.02. Result ID: 6998f0bf5698665ec4557773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DyGFormer"}. This record does not assert independent reproduction. ### DyGFormer AP: 98.82. Result ID: 6998f0bf5698665ec4557772. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"Backbone"}. This record does not assert independent reproduction. ### DyGFormer AP: 98.81. Result ID: 6a0ad7fc47f34ce924f13abf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### PINT AP: 98.78. Result ID: 698fa6463a6c314849fad0c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"transductive","relative positional features":true}. This record does not assert independent reproduction. ### CAWN AP: 98.76. Result ID: 6998f0bf5698665ec4557770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAWN AP: 98.76. Result ID: 6a0ad7fc47f34ce924f13ac4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### CAW AP: 98.63. Result ID: 698fa6463a6c314849fad0c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### TGN-Att AP: 98.46. Result ID: 698fa6463a6c314849fad0c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 98.45. Result ID: 6998f0bf5698665ec455776f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGN AP: 98.45. Result ID: 6a0ad7fc47f34ce924f13ac3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### PINT AP: 98.43. Result ID: 698fa6463a6c314849fad0c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"transductive","relative positional features":false}. This record does not assert independent reproduction. ### GraphMixer AP: 97.25. Result ID: 6a0ad7fc47f34ce924f13ac6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### GraphMixer AP: 97.17. Result ID: 6998f0bf5698665ec4557771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGAT AP: 96.94. Result ID: 6a0ad7fc47f34ce924f13ac1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### JODIE AP: 96.5. Result ID: 6998f0bf5698665ec455776c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCL AP: 96.47. Result ID: 6998f0bf5698665ec455776e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCL AP: 96.47. Result ID: 6a0ad7fc47f34ce924f13ac2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. ### TGAT AP: 95.34. Result ID: 698fa6463a6c314849fad0c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 94.86. Result ID: 6998f0bf5698665ec455776d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT AP: 94.73. Result ID: 698fa6463a6c314849fad0c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### Jodie AP: 94.62. Result ID: 698fa6463a6c314849fad0c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 94.59. Result ID: 698fa6463a6c314849fad0c3. [Reporting paper]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### GraphSAGE AP: 93.56. Result ID: 698fa6463a6c314849fad0c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 90.37. Result ID: 6a0ad7fc47f34ce924f13ac5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transductive","Negative Sampling":"Random"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.