# Temporal Knowledge Graph Entity Extrapolation on ICEWS 18 short (test) Source: [Temporal Knowledge Graph Entity Extrapolation on ICEWS 18 short (test)]() Collection index: [llms.txt]() Data updated: 2026-04-14T07:17:40.137Z Evaluation of Temporal Knowledge Graph Entity Extrapolation performance on the test split of the ICEWS 18 short dataset, measured using ranking metrics like MRR and Hits@K. 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 | Temporal Knowledge Graph Entity Extrapolation | | Dataset (including any stated split) | ICEWS 18 short (test) | | Metric | Hits@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Hits@1](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. - [Hits@3](): Higher is better; unit: PERCENT. - [Hits@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@1 | Result date | Report paper | | --- | --- | --- | --- | | CID-TKG | 27.66 | Not recorded | 69ddc9ff7d0172140ec798da | | HisRES | 26.46 | Not recorded | 69ddc9ff7d0172140ec798da | | AnRe | 26 | Not recorded | 69ddc9ff7d0172140ec798da | | HTCCN | 24.9 | Not recorded | 69ddc9ff7d0172140ec798da | | LogCL | 24.53 | Not recorded | 69ddc9ff7d0172140ec798da | | RPC | 24.34 | Not recorded | 69ddc9ff7d0172140ec798da | | GenTKG | 24.25 | Not recorded | 69ddc9ff7d0172140ec798da | | HisMatch | 23.91 | Not recorded | 69ddc9ff7d0172140ec798da | | TiRGN | 23.19 | Not recorded | 69ddc9ff7d0172140ec798da | | INFER | 22.39 | Not recorded | 69ddc9ff7d0172140ec798da | | RE-GCN | 22.39 | Not recorded | 69ddc9ff7d0172140ec798da | | RETIA | 22.23 | Not recorded | 69ddc9ff7d0172140ec798da | | CEN | 21.7 | Not recorded | 69ddc9ff7d0172140ec798da | | TR-Rules | 21.1 | Not recorded | 69ddc9ff7d0172140ec798da | | TLogic | 20.54 | Not recorded | 69ddc9ff7d0172140ec798da | | RE-NET | 19.73 | Not recorded | 69ddc9ff7d0172140ec798da | | TANGO | 19.35 | Not recorded | 69ddc9ff7d0172140ec798da | ### CID-TKG Hits@1: 27.66. Result ID: 69dde9f947f34ce924c4e906. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"collaborative evolutionary learning"}. This record does not assert independent reproduction. ### HisRES Hits@1: 26.46. Result ID: 69dde9f947f34ce924c4e905. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### AnRe Hits@1: 26. Result ID: 69dde9f947f34ce924c4e8fa. [Reporting paper]() Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction. ### HTCCN Hits@1: 24.9. Result ID: 69dde9f947f34ce924c4e8ff. [Reporting paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### LogCL Hits@1: 24.53. Result ID: 69dde9f947f34ce924c4e904. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### RPC Hits@1: 24.34. Result ID: 69dde9f947f34ce924c4e8fe. [Reporting paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### GenTKG Hits@1: 24.25. Result ID: 69dde9f947f34ce924c4e8f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction. ### HisMatch Hits@1: 23.91. Result ID: 69dde9f947f34ce924c4e901. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### TiRGN Hits@1: 23.19. Result ID: 69dde9f947f34ce924c4e903. [Reporting paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### INFER Hits@1: 22.39. Result ID: 69dde9f947f34ce924c4e8f8. [Reporting paper]() Recorded evaluation configuration: {"Type":"path-based"}. This record does not assert independent reproduction. ### RE-GCN Hits@1: 22.39. Result ID: 69dde9f947f34ce924c4e8fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### RETIA Hits@1: 22.23. Result ID: 69dde9f947f34ce924c4e8fd. [Reporting paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### CEN Hits@1: 21.7. Result ID: 69dde9f947f34ce924c4e902. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### TR-Rules Hits@1: 21.1. Result ID: 69dde9f947f34ce924c4e8f7. [Reporting paper]() Recorded evaluation configuration: {"Type":"path-based"}. This record does not assert independent reproduction. ### TLogic Hits@1: 20.54. Result ID: 69dde9f947f34ce924c4e8f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"path-based"}. This record does not assert independent reproduction. ### RE-NET Hits@1: 19.73. Result ID: 69dde9f947f34ce924c4e8fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. ### TANGO Hits@1: 19.35. Result ID: 69dde9f947f34ce924c4e900. [Reporting paper]() Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.