# Temporal Link Prediction on ICEWS Interpolation 05-15 (test) Source: [Temporal Link Prediction on ICEWS Interpolation 05-15 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-10T11:51:18.163Z Evaluation of Temporal Link Prediction performance on the test split of the ICEWS Interpolation 05-15 knowledge graph dataset, using ranking metrics like Hits@K and MRR. 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 Link Prediction | | Dataset (including any stated split) | ICEWS Interpolation 05-15 (test) | | Metric | Hits@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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. - [Hits@3](): Higher is better; unit: PERCENT. - [Hits@10](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@1 | Result date | Report paper | | --- | --- | --- | --- | | TPAR | 62.17 | Not recorded | 68fa73671e209131cea5c3f9 | | TGoemE++ | 60.5 | Not recorded | 68fa73671e209131cea5c3f9 | | TELM | 59.9 | Not recorded | 68fa73671e209131cea5c3f9 | | TNTComplEx+Np/Lp | 59.9 | Not recorded | 68fa75871e209131cea6864d | | TComplEx | 59 | Not recorded | 68fa73671e209131cea5c3f9 | | TeLM | 58.99 | Not recorded | 68fa75871e209131cea6864d | | TNTComplEx | 58.34 | Not recorded | 68fa75871e209131cea6864d | | BoxTE | 58.2 | Not recorded | 68fa75871e209131cea6864d | | T-GAP | 56.8 | Not recorded | 68fa73671e209131cea5c3f9 | | TIMEPLEX | 54.51 | Not recorded | 68fa75871e209131cea6864d | | RotateQVS | 52.9 | Not recorded | 68fa73671e209131cea5c3f9 | | ChronoR+Np/Lp | 51.62 | Not recorded | 68fa75871e209131cea6864d | | ChronoR | 49.39 | Not recorded | 68fa75871e209131cea6864d | | TeRo | 46.9 | Not recorded | 68fa73671e209131cea5c3f9 | | TeRo | 46.9 | Not recorded | 68fa75871e209131cea6864d | | DE-SimplE | 39.2 | Not recorded | 68fa75871e209131cea6864d | | ATISE | 37.8 | Not recorded | 68fa73671e209131cea5c3f9 | | ComplEx | 37 | Not recorded | 68fa75871e209131cea6864d | | SimplE | 35.9 | Not recorded | 68fa75871e209131cea6864d | | TA-DistMult | 34.6 | Not recorded | 68fa73671e209131cea5c3f9 | | TA-DistMult | 34.6 | Not recorded | 68fa75871e209131cea6864d | | DistMult | 33.7 | Not recorded | 68fa75871e209131cea6864d | | HyTE | 11.6 | Not recorded | 68fa73671e209131cea5c3f9 | | HyTE | 11.6 | Not recorded | 68fa75871e209131cea6864d | | ConT | 10.5 | Not recorded | 68fa75871e209131cea6864d | | TA-TransE | 9.6 | Not recorded | 68fa75871e209131cea6864d | | TTransE | 8.4 | Not recorded | 68fa73671e209131cea5c3f9 | | TransE | 8.4 | Not recorded | 68fa75871e209131cea6864d | | TTransE | 8.4 | Not recorded | 68fa75871e209131cea6864d | ### TPAR Hits@1: 62.17. Result ID: 6992db733a6c31484911f861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGoemE++ Hits@1: 60.5. Result ID: 6992db733a6c31484911f860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TELM Hits@1: 59.9. Result ID: 6992db733a6c31484911f85e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TNTComplEx+Np/Lp Hits@1: 59.9. Result ID: 69b005a56dbb7075b9599f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regularization":"Np/Lp"}. This record does not assert independent reproduction. ### TComplEx Hits@1: 59. Result ID: 6992db733a6c31484911f85c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TeLM Hits@1: 58.99. Result ID: 69b005a56dbb7075b9599f31. [Reporting paper]() Recorded evaluation configuration: {"Year":"2021"}. This record does not assert independent reproduction. ### TNTComplEx Hits@1: 58.34. Result ID: 69b005a56dbb7075b9599f34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction. ### BoxTE Hits@1: 58.2. Result ID: 69b005a56dbb7075b9599f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2022"}. This record does not assert independent reproduction. ### T-GAP Hits@1: 56.8. Result ID: 6992db733a6c31484911f85d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIMEPLEX Hits@1: 54.51. Result ID: 69b005a56dbb7075b9599f2e. [Reporting paper]() Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction. ### RotateQVS Hits@1: 52.9. Result ID: 6992db733a6c31484911f85f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChronoR+Np/Lp Hits@1: 51.62. Result ID: 69b005a56dbb7075b9599f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regularization":"Np/Lp"}. This record does not assert independent reproduction. ### ChronoR Hits@1: 49.39. Result ID: 69b005a56dbb7075b9599f32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2021"}. This record does not assert independent reproduction. ### TeRo Hits@1: 46.9. Result ID: 6992db733a6c31484911f85b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TeRo Hits@1: 46.9. Result ID: 69b005a56dbb7075b9599f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction. ### DE-SimplE Hits@1: 39.2. Result ID: 69b005a56dbb7075b9599f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction. ### ATISE Hits@1: 37.8. Result ID: 6992db733a6c31484911f85a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ComplEx Hits@1: 37. Result ID: 69b005a56dbb7075b9599f27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2016"}. This record does not assert independent reproduction. ### SimplE Hits@1: 35.9. Result ID: 69b005a56dbb7075b9599f26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### TA-DistMult Hits@1: 34.6. Result ID: 6992db733a6c31484911f859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TA-DistMult Hits@1: 34.6. Result ID: 69b005a56dbb7075b9599f2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### DistMult Hits@1: 33.7. Result ID: 69b005a56dbb7075b9599f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2014"}. This record does not assert independent reproduction. ### HyTE Hits@1: 11.6. Result ID: 6992db733a6c31484911f858. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HyTE Hits@1: 11.6. Result ID: 69b005a56dbb7075b9599f2b. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### ConT Hits@1: 10.5. Result ID: 69b005a56dbb7075b9599f28. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### TA-TransE Hits@1: 9.6. Result ID: 69b005a56dbb7075b9599f2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### TTransE Hits@1: 8.4. Result ID: 6992db733a6c31484911f857. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransE Hits@1: 8.4. Result ID: 69b005a56dbb7075b9599f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2013"}. This record does not assert independent reproduction. ### TTransE Hits@1: 8.4. Result ID: 69b005a56dbb7075b9599f29. [Reporting paper]() Recorded evaluation configuration: {"Year":"2016"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.