# Temporal Knowledge Graph extrapolation on ICEWS 05-15 Source: [Temporal Knowledge Graph extrapolation on ICEWS 05-15]() Collection index: [llms.txt]() Data updated: 2026-04-08T08:27:21.066Z Evaluation of Temporal Knowledge Graph extrapolation performance on the ICEWS 05-15 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 extrapolation | | Dataset (including any stated split) | ICEWS 05-15 | | Metric | MRR | | Unit | SCALAR | | 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 - [MRR](): Higher is better; unit: SCALAR. - [H@1](): Higher is better; unit: SCALAR. - [H@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | OntoTKGE | 0.7 | Not recorded | 69d5e0f37d0172140ec75957 | | OntoTKGE | 0.666 | Not recorded | 69d5e0f37d0172140ec75957 | | OntoTKGE | 0.624 | Not recorded | 69d5e0f37d0172140ec75957 | | OntoTKGE | 0.616 | Not recorded | 69d5e0f37d0172140ec75957 | | OntoTKGE | 0.609 | Not recorded | 69d5e0f37d0172140ec75957 | | LLM-DA | 0.591 | Not recorded | 69d5e0f37d0172140ec75957 | | HisRES | 0.587 | Not recorded | 69d5e0f37d0172140ec75957 | | HyperCL | 0.586 | Not recorded | 69d5e0f37d0172140ec75957 | | JOIE | 0.582 | Not recorded | 69d5e0f37d0172140ec75957 | | LogCL | 0.569 | Not recorded | 69d5e0f37d0172140ec75957 | | LLM-DA | 0.568 | Not recorded | 69d5e0f37d0172140ec75957 | | JOIE | 0.562 | Not recorded | 69d5e0f37d0172140ec75957 | | HyperCL | 0.561 | Not recorded | 69d5e0f37d0172140ec75957 | | LLM-DA | 0.521 | Not recorded | 69d5e0f37d0172140ec75957 | | HyperCL | 0.506 | Not recorded | 69d5e0f37d0172140ec75957 | | ANEL | 0.505 | Not recorded | 69d5e0f37d0172140ec75957 | | JOIE | 0.504 | Not recorded | 69d5e0f37d0172140ec75957 | | LLM-DA | 0.501 | Not recorded | 69d5e0f37d0172140ec75957 | | TiRGN | 0.5 | Not recorded | 69d5e0f37d0172140ec75957 | | ANEL | 0.492 | Not recorded | 69d5e0f37d0172140ec75957 | | HyperCL | 0.485 | Not recorded | 69d5e0f37d0172140ec75957 | | JOIE | 0.484 | Not recorded | 69d5e0f37d0172140ec75957 | | RE-GCN | 0.48 | Not recorded | 69d5e0f37d0172140ec75957 | | RETIA | 0.472 | Not recorded | 69d5e0f37d0172140ec75957 | | JOIE | 0.472 | Not recorded | 69d5e0f37d0172140ec75957 | | HyperCL | 0.471 | Not recorded | 69d5e0f37d0172140ec75957 | | LLM-DA | 0.433 | Not recorded | 69d5e0f37d0172140ec75957 | ### OntoTKGE MRR: 0.7. Result ID: 69d6108247f34ce924be9146. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ours","Base Model":"HisRES"}. This record does not assert independent reproduction. ### OntoTKGE MRR: 0.666. Result ID: 69d6108247f34ce924be9141. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ours","Base Model":"LogCL"}. This record does not assert independent reproduction. ### OntoTKGE MRR: 0.624. Result ID: 69d6108247f34ce924be9137. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ours","Base Model":"TiRGN"}. This record does not assert independent reproduction. ### OntoTKGE MRR: 0.616. Result ID: 69d6108247f34ce924be913c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ours","Base Model":"RETIA"}. This record does not assert independent reproduction. ### OntoTKGE MRR: 0.609. Result ID: 69d6108247f34ce924be9131. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"ours","Base Model":"RE-GCN"}. This record does not assert independent reproduction. ### LLM-DA MRR: 0.591. Result ID: 69d6108247f34ce924be9145. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"HisRES"}. This record does not assert independent reproduction. ### HisRES MRR: 0.587. Result ID: 69d6108247f34ce924be9142. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"base model"}. This record does not assert independent reproduction. ### HyperCL MRR: 0.586. Result ID: 69d6108247f34ce924be9144. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"HisRES"}. This record does not assert independent reproduction. ### JOIE MRR: 0.582. Result ID: 69d6108247f34ce924be9143. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"HisRES"}. This record does not assert independent reproduction. ### LogCL MRR: 0.569. Result ID: 69d6108247f34ce924be913d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"base model"}. This record does not assert independent reproduction. ### LLM-DA MRR: 0.568. Result ID: 69d6108247f34ce924be9140. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"LogCL"}. This record does not assert independent reproduction. ### JOIE MRR: 0.562. Result ID: 69d6108247f34ce924be913e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"LogCL"}. This record does not assert independent reproduction. ### HyperCL MRR: 0.561. Result ID: 69d6108247f34ce924be913f. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"LogCL"}. This record does not assert independent reproduction. ### LLM-DA MRR: 0.521. Result ID: 69d6108247f34ce924be9135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"TiRGN"}. This record does not assert independent reproduction. ### HyperCL MRR: 0.506. Result ID: 69d6108247f34ce924be9134. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"TiRGN"}. This record does not assert independent reproduction. ### ANEL MRR: 0.505. Result ID: 69d6108247f34ce924be9136. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"TiRGN"}. This record does not assert independent reproduction. ### JOIE MRR: 0.504. Result ID: 69d6108247f34ce924be9133. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"TiRGN"}. This record does not assert independent reproduction. ### LLM-DA MRR: 0.501. Result ID: 69d6108247f34ce924be912f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RE-GCN"}. This record does not assert independent reproduction. ### TiRGN MRR: 0.5. Result ID: 69d6108247f34ce924be9132. [Reporting paper]() Recorded evaluation configuration: {"Category":"base model"}. This record does not assert independent reproduction. ### ANEL MRR: 0.492. Result ID: 69d6108247f34ce924be9130. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RE-GCN"}. This record does not assert independent reproduction. ### HyperCL MRR: 0.485. Result ID: 69d6108247f34ce924be912e. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RE-GCN"}. This record does not assert independent reproduction. ### JOIE MRR: 0.484. Result ID: 69d6108247f34ce924be912d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RE-GCN"}. This record does not assert independent reproduction. ### RE-GCN MRR: 0.48. Result ID: 69d6108247f34ce924be912c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"base model"}. This record does not assert independent reproduction. ### RETIA MRR: 0.472. Result ID: 69d6108247f34ce924be9138. [Reporting paper]() Recorded evaluation configuration: {"Category":"base model"}. This record does not assert independent reproduction. ### JOIE MRR: 0.472. Result ID: 69d6108247f34ce924be9139. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RETIA"}. This record does not assert independent reproduction. ### HyperCL MRR: 0.471. Result ID: 69d6108247f34ce924be913a. [Reporting paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RETIA"}. This record does not assert independent reproduction. ### LLM-DA MRR: 0.433. Result ID: 69d6108247f34ce924be913b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"baseline","Base Model":"RETIA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.