# Temporal Knowledge Graph Reasoning on ICEWS 18 (extrapolation)

Source: [Temporal Knowledge Graph Reasoning on ICEWS 18 (extrapolation)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-reasoning-on-icews-18-extrapolation>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-14T07:20:35.569Z

Evaluation of model performance on Temporal Knowledge Graph Reasoning using the extrapolation setting of the ICEWS 18 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 Reasoning |
| Dataset (including any stated split) | ICEWS 18 (extrapolation) |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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](<https://www.sota2.com/research/sota/temporal-knowledge-graph-reasoning-on-icews-18-extrapolation.md?metric=MRR>): Higher is better; unit: PERCENT.

- [Hits@1](<https://www.sota2.com/research/sota/temporal-knowledge-graph-reasoning-on-icews-18-extrapolation.md?metric=Hits%401>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/temporal-knowledge-graph-reasoning-on-icews-18-extrapolation.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| CID-TKG | 38.88 | Not recorded | 69ddc9ff7d0172140ec798da |
| ECEformer | 26.01 | Not recorded | 69ddc9ff7d0172140ec798da |
| TNTComplEX | 21.23 | Not recorded | 69ddc9ff7d0172140ec798da |
| DE-simlE | 19.3 | Not recorded | 69ddc9ff7d0172140ec798da |
| TA-DisMult | 16.75 | Not recorded | 69ddc9ff7d0172140ec798da |
| TTransE | 8.31 | Not recorded | 69ddc9ff7d0172140ec798da |

### CID-TKG

MRR: 38.88. Result ID: 69dde9f947f34ce924c4e930.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

Recorded evaluation configuration: {"Variant":"CID-TKG"}. This record does not assert independent reproduction.

### ECEformer

MRR: 26.01. Result ID: 69dde9f947f34ce924c4e92f.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730b1e209131cea5a157.md>)

Recorded evaluation configuration: {"Variant":"ECEformer"}. This record does not assert independent reproduction.

### TNTComplEX

MRR: 21.23. Result ID: 69dde9f947f34ce924c4e92e.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67541e209131cea1587e.md>)

[Implementation](<https://github.com/facebookresearch/tkbc>)

Recorded evaluation configuration: {"Variant":"TNTComplEX"}. This record does not assert independent reproduction.

### DE-simlE

MRR: 19.3. Result ID: 69dde9f947f34ce924c4e92d.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd6e.md>)

Recorded evaluation configuration: {"Variant":"DE-simlE"}. This record does not assert independent reproduction.

### TA-DisMult

MRR: 16.75. Result ID: 69dde9f947f34ce924c4e92c.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c41e209131cea06704.md>)

Recorded evaluation configuration: {"Variant":"TA-DisMult"}. This record does not assert independent reproduction.

### TTransE

MRR: 8.31. Result ID: 69dde9f947f34ce924c4e92b.

[Reporting paper](<https://www.sota2.com/research/paper/69ddc9ff7d0172140ec798da.md>)

Recorded evaluation configuration: {"Variant":"TTransE"}. This record does not assert independent reproduction.

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