# Temporal Knowledge Graph Reasoning on YAGO meta (test) Source: [Temporal Knowledge Graph Reasoning on YAGO meta (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:21.994Z Evaluation of model performance on Temporal Knowledge Graph Reasoning tasks using the YAGO meta test split, typically 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 Reasoning | | Dataset (including any stated split) | YAGO meta (test) | | Metric | MRR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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. - [Hits@1](): Higher is better; unit: SCALAR. - [Hits@3](): Higher is better; unit: SCALAR. - [Hits@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | MetaTKGR | 0.37 | Not recorded | 68fa6dad1e209131cea3b6ec | | MetaTKGR | 0.37 | Not recorded | 68fa6dad1e209131cea3b6ec | | MetaDyGNN | 0.35 | Not recorded | 68fa6dad1e209131cea3b6ec | | MetaDyGNN | 0.329 | Not recorded | 68fa6dad1e209131cea3b6ec | | T-GEN | 0.31 | Not recorded | 68fa6dad1e209131cea3b6ec | | T-GEN | 0.304 | Not recorded | 68fa6dad1e209131cea3b6ec | | I-GEN | 0.303 | Not recorded | 68fa6dad1e209131cea3b6ec | | I-GEN | 0.303 | Not recorded | 68fa6dad1e209131cea3b6ec | | RE-GCN | 0.283 | Not recorded | 68fa6dad1e209131cea3b6ec | | RE-NET | 0.261 | Not recorded | 68fa6dad1e209131cea3b6ec | | RE-NET | 0.261 | Not recorded | 68fa6dad1e209131cea3b6ec | | RotatE | 0.241 | Not recorded | 68fa6dad1e209131cea3b6ec | | RotatE | 0.241 | Not recorded | 68fa6dad1e209131cea3b6ec | | TransR | 0.234 | Not recorded | 68fa6dad1e209131cea3b6ec | | TransR | 0.234 | Not recorded | 68fa6dad1e209131cea3b6ec | | LAN | 0.23 | Not recorded | 68fa6dad1e209131cea3b6ec | | LAN | 0.23 | Not recorded | 68fa6dad1e209131cea3b6ec | | TransE | 0.223 | Not recorded | 68fa6dad1e209131cea3b6ec | | TransE | 0.223 | Not recorded | 68fa6dad1e209131cea3b6ec | ### MetaTKGR MRR: 0.37. Result ID: 698fbe533a6c314849fb9098. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### MetaTKGR MRR: 0.37. Result ID: 698fbe533a6c314849fb9127. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### MetaDyGNN MRR: 0.35. Result ID: 698fbe533a6c314849fb9097. [Reporting paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### MetaDyGNN MRR: 0.329. Result ID: 698fbe533a6c314849fb9126. [Reporting paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### T-GEN MRR: 0.31. Result ID: 698fbe533a6c314849fb9125. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### T-GEN MRR: 0.304. Result ID: 698fbe533a6c314849fb9096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### I-GEN MRR: 0.303. Result ID: 698fbe533a6c314849fb9095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### I-GEN MRR: 0.303. Result ID: 698fbe533a6c314849fb9124. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### RE-GCN MRR: 0.283. Result ID: 698fbe533a6c314849fb9093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### RE-NET MRR: 0.261. Result ID: 698fbe533a6c314849fb9092. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### RE-NET MRR: 0.261. Result ID: 698fbe533a6c314849fb9122. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### RotatE MRR: 0.241. Result ID: 698fbe533a6c314849fb9091. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### RotatE MRR: 0.241. Result ID: 698fbe533a6c314849fb9121. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### TransR MRR: 0.234. Result ID: 698fbe533a6c314849fb9090. [Reporting paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### TransR MRR: 0.234. Result ID: 698fbe533a6c314849fb9120. [Reporting paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### LAN MRR: 0.23. Result ID: 698fbe533a6c314849fb9094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### LAN MRR: 0.23. Result ID: 698fbe533a6c314849fb9123. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. ### TransE MRR: 0.223. Result ID: 698fbe533a6c314849fb908f. [Reporting paper]() Recorded evaluation configuration: {"shot":"3-shot"}. This record does not assert independent reproduction. ### TransE MRR: 0.223. Result ID: 698fbe533a6c314849fb911f. [Reporting paper]() Recorded evaluation configuration: {"Shot count":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.