# Transductive Future Edge Prediction on Wikipedia Source: [Transductive Future Edge Prediction on Wikipedia]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:18:35.390Z Evaluation of transductive future edge prediction performance on the Wikipedia dataset, measured using ROC-AUC. 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 | transductive future edge prediction | | Dataset (including any stated split) | Wikipedia | | Metric | ROC-AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [ROC-AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | FREEDYG + FLASH | 0.9904 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + NLB | 0.9866 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Trunc. | 0.9861 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + FLASH | 0.9859 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + FLASH | 0.9853 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Trunc. | 0.9842 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + TASER | 0.9837 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + NLB | 0.9825 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + TASER | 0.9818 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + NLB | 0.9781 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Trunc. | 0.9771 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Uni. | 0.9766 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Uni. | 0.9691 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Uni. | 0.9673 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + FLASH | 0.9671 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + TASER | 0.9663 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Trunc. | 0.9598 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + NLB | 0.9522 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + TASER | 0.9483 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + FLASH | 0.9396 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Trunc. | 0.9311 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + NLB | 0.8957 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Uni. | 0.8096 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + TASER | 0.7225 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Uni. | 0.6835 | Not recorded | 68fa77ee1e209131cea761d0 | ### FREEDYG + FLASH ROC-AUC: 0.9904. Result ID: 6a4ca82d60b88bb339c75a0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"FREEDYG","Neighborhood sampling method":"FLASH","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + NLB ROC-AUC: 0.9866. Result ID: 6a4ca82d60b88bb339c75a0a. [Reporting paper]() Recorded evaluation configuration: {"Base model":"FREEDYG","Neighborhood sampling method":"NLB","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + Trunc. ROC-AUC: 0.9861. Result ID: 6a4ca82d60b88bb339c75a08. [Reporting paper]() Recorded evaluation configuration: {"Base model":"FREEDYG","Neighborhood sampling method":"Trunc.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN + FLASH ROC-AUC: 0.9859. Result ID: 6a4ca82d60b88bb339c759fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGN","Neighborhood sampling method":"FLASH","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + FLASH ROC-AUC: 0.9853. Result ID: 6a4ca82d60b88bb339c75a07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"DYGFORMER","Neighborhood sampling method":"FLASH","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN + Trunc. ROC-AUC: 0.9842. Result ID: 6a4ca82d60b88bb339c759f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGN","Neighborhood sampling method":"Trunc.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + TASER ROC-AUC: 0.9837. Result ID: 6a4ca82d60b88bb339c75a0b. [Reporting paper]() Recorded evaluation configuration: {"Base model":"FREEDYG","Neighborhood sampling method":"TASER","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN + NLB ROC-AUC: 0.9825. Result ID: 6a4ca82d60b88bb339c759fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGN","Neighborhood sampling method":"NLB","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN + TASER ROC-AUC: 0.9818. Result ID: 6a4ca82d60b88bb339c759fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGN","Neighborhood sampling method":"TASER","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + NLB ROC-AUC: 0.9781. Result ID: 6a4ca82d60b88bb339c75a05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base model":"DYGFORMER","Neighborhood sampling method":"NLB","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + Trunc. ROC-AUC: 0.9771. Result ID: 6a4ca82d60b88bb339c75a03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base model":"DYGFORMER","Neighborhood sampling method":"Trunc.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + Uni. ROC-AUC: 0.9766. Result ID: 6a4ca82d60b88bb339c75a04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base model":"DYGFORMER","Neighborhood sampling method":"Uni.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + Uni. ROC-AUC: 0.9691. Result ID: 6a4ca82d60b88bb339c75a09. [Reporting paper]() Recorded evaluation configuration: {"Base model":"FREEDYG","Neighborhood sampling method":"Uni.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN + Uni. ROC-AUC: 0.9673. Result ID: 6a4ca82d60b88bb339c759fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGN","Neighborhood sampling method":"Uni.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + FLASH ROC-AUC: 0.9671. Result ID: 6a4ca82d60b88bb339c75a02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"GRAPHMIXER","Neighborhood sampling method":"FLASH","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + TASER ROC-AUC: 0.9663. Result ID: 6a4ca82d60b88bb339c75a06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base model":"DYGFORMER","Neighborhood sampling method":"TASER","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + Trunc. ROC-AUC: 0.9598. Result ID: 6a4ca82d60b88bb339c759fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"GRAPHMIXER","Neighborhood sampling method":"Trunc.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + NLB ROC-AUC: 0.9522. Result ID: 6a4ca82d60b88bb339c75a00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"GRAPHMIXER","Neighborhood sampling method":"NLB","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + TASER ROC-AUC: 0.9483. Result ID: 6a4ca82d60b88bb339c75a01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"GRAPHMIXER","Neighborhood sampling method":"TASER","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + FLASH ROC-AUC: 0.9396. Result ID: 6a4ca82d60b88bb339c759f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGAT","Neighborhood sampling method":"FLASH","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + Trunc. ROC-AUC: 0.9311. Result ID: 6a4ca82d60b88bb339c759f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGAT","Neighborhood sampling method":"Trunc.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + NLB ROC-AUC: 0.8957. Result ID: 6a4ca82d60b88bb339c759f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGAT","Neighborhood sampling method":"NLB","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + Uni. ROC-AUC: 0.8096. Result ID: 6a4ca82d60b88bb339c759ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"GRAPHMIXER","Neighborhood sampling method":"Uni.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + TASER ROC-AUC: 0.7225. Result ID: 6a4ca82d60b88bb339c759f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGAT","Neighborhood sampling method":"TASER","Number of historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + Uni. ROC-AUC: 0.6835. Result ID: 6a4ca82d60b88bb339c759f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"TGAT","Neighborhood sampling method":"Uni.","Number of historical neighbors":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.