# Temporal Link Prediction on YAGO15K filtered (test)

Source: [Temporal Link Prediction on YAGO15K filtered (test)](<https://www.sota2.com/research/sota/temporal-link-prediction-on-yago15k-filtered-test>)

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

Data updated: 2026-03-10T11:51:18.131Z

Evaluation of Temporal Link Prediction performance on the filtered test split of the YAGO15K knowledge graph 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 Link Prediction |
| Dataset (including any stated split) | YAGO15K filtered (test) |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-link-prediction-on-yago15k-filtered-test.md?metric=MRR>): Higher is better; unit: PERCENT.

- [Hits@1](<https://www.sota2.com/research/sota/temporal-link-prediction-on-yago15k-filtered-test.md?metric=Hits%401>): Higher is better; unit: PERCENT.

- [Hits@3](<https://www.sota2.com/research/sota/temporal-link-prediction-on-yago15k-filtered-test.md?metric=Hits%403>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/temporal-link-prediction-on-yago15k-filtered-test.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| TNTComplEx+Np/Lp | 37.05 | Not recorded | 68fa75871e209131cea6864d |
| ComplEx | 36 | Not recorded | 68fa75871e209131cea6864d |
| TNTComplEx | 35.94 | Not recorded | 68fa75871e209131cea6864d |
| ChronoR+Np/Lp | 33.89 | Not recorded | 68fa75871e209131cea6864d |
| ChronoR | 32.89 | Not recorded | 68fa75871e209131cea6864d |
| TTransE | 32.1 | Not recorded | 68fa75871e209131cea6864d |
| TA-TransE | 32.1 | Not recorded | 68fa75871e209131cea6864d |
| TransE | 29.6 | Not recorded | 68fa75871e209131cea6864d |
| TA-DistMult | 29.1 | Not recorded | 68fa75871e209131cea6864d |
| DistMult | 27.5 | Not recorded | 68fa75871e209131cea6864d |

### TNTComplEx+Np/Lp

MRR: 37.05. Result ID: 69b005a56dbb7075b9599f3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

Recorded evaluation configuration: {"Regularization":"Np/Lp"}. This record does not assert independent reproduction.

### ComplEx

MRR: 36. Result ID: 69b005a56dbb7075b9599f38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa325.md>)

[Implementation](<https://github.com/ttrouill/complex>)

Recorded evaluation configuration: {"Year":"2016"}. This record does not assert independent reproduction.

### TNTComplEx

MRR: 35.94. Result ID: 69b005a56dbb7075b9599f3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

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

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

Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction.

### ChronoR+Np/Lp

MRR: 33.89. Result ID: 69b005a56dbb7075b9599f3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

Recorded evaluation configuration: {"Regularization":"Np/Lp"}. This record does not assert independent reproduction.

### ChronoR

MRR: 32.89. Result ID: 69b005a56dbb7075b9599f3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22dd8.md>)

Recorded evaluation configuration: {"Year":"2021"}. This record does not assert independent reproduction.

### TTransE

MRR: 32.1. Result ID: 69b005a56dbb7075b9599f39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

Recorded evaluation configuration: {"Year":"2016"}. This record does not assert independent reproduction.

### TA-TransE

MRR: 32.1. Result ID: 69b005a56dbb7075b9599f3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

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

Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction.

### TransE

MRR: 29.6. Result ID: 69b005a56dbb7075b9599f36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62ed1e209131ce9fbe1d.md>)

Recorded evaluation configuration: {"Year":"2013"}. This record does not assert independent reproduction.

### TA-DistMult

MRR: 29.1. Result ID: 69b005a56dbb7075b9599f3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

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

Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction.

### DistMult

MRR: 27.5. Result ID: 69b005a56dbb7075b9599f37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75871e209131cea6864d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62101e209131ce9f7304.md>)

Recorded evaluation configuration: {"Year":"2014"}. This record does not assert independent reproduction.

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