# Temporal Knowledge Graph Entity Extrapolation on ICEWS long-term 05-15 (test)

Source: [Temporal Knowledge Graph Entity Extrapolation on ICEWS long-term 05-15 (test)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-entity-extrapolation-on-icews-long-term-05-15-test>)

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

Data updated: 2026-05-07T08:55:39.359Z

Evaluation of Temporal Knowledge Graph Entity Extrapolation performance on the test split of the ICEWS long-term 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 Entity Extrapolation |
| Dataset (including any stated split) | ICEWS long-term 05-15 (test) |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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-entity-extrapolation-on-icews-long-term-05-15-test.md?metric=MRR>): Higher is better; unit: PERCENT.

- [Hits@1](<https://www.sota2.com/research/sota/temporal-knowledge-graph-entity-extrapolation-on-icews-long-term-05-15-test.md?metric=Hits%401>): Higher is better; unit: PERCENT.

- [Hits@3](<https://www.sota2.com/research/sota/temporal-knowledge-graph-entity-extrapolation-on-icews-long-term-05-15-test.md?metric=Hits%403>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/temporal-knowledge-graph-entity-extrapolation-on-icews-long-term-05-15-test.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| CID-TKG | 60.44 | Not recorded | 69ddc9ff7d0172140ec798da |
| CHE-TKG | 60.37 | Not recorded | 69fc1cb45497b3b670c886b2 |
| HisRES | 59.07 | Not recorded | 69ddc9ff7d0172140ec798da |
| LogCL | 57.04 | Not recorded | 69ddc9ff7d0172140ec798da |
| HisMatch | 52.85 | Not recorded | 69ddc9ff7d0172140ec798da |
| LLM-DA | 52.1 | Not recorded | 69ddc9ff7d0172140ec798da |
| LLM-DA | 52.1 | Not recorded | 69fc1cb45497b3b670c886b2 |
| HTCCN | 51.94 | Not recorded | 69ddc9ff7d0172140ec798da |
| RPC | 51.14 | Not recorded | 69ddc9ff7d0172140ec798da |
| AnRe | 50.9 | Not recorded | 69ddc9ff7d0172140ec798da |
| AnRe | 50.9 | Not recorded | 69fc1cb45497b3b670c886b2 |
| TempValid | 50.31 | Not recorded | 69fc1cb45497b3b670c886b2 |
| TiRGN | 50.04 | Not recorded | 69ddc9ff7d0172140ec798da |
| INFER | 48.73 | Not recorded | 69ddc9ff7d0172140ec798da |
| INFER | 48.73 | Not recorded | 69fc1cb45497b3b670c886b2 |
| MESH | 48.66 | Not recorded | 69fc1cb45497b3b670c886b2 |
| RE-GCN | 48.03 | Not recorded | 69ddc9ff7d0172140ec798da |
| TR-Rules | 47.64 | Not recorded | 69ddc9ff7d0172140ec798da |
| TR-Rules | 47.64 | Not recorded | 69fc1cb45497b3b670c886b2 |
| RETIA | 47.26 | Not recorded | 69ddc9ff7d0172140ec798da |
| TLogic | 46.97 | Not recorded | 69ddc9ff7d0172140ec798da |
| TLogic | 46.97 | Not recorded | 69fc1cb45497b3b670c886b2 |
| CEN | 46.84 | Not recorded | 69ddc9ff7d0172140ec798da |
| RE-NET | 43.67 | Not recorded | 69ddc9ff7d0172140ec798da |
| TANGO | 42.86 | Not recorded | 69ddc9ff7d0172140ec798da |

### CID-TKG

MRR: 60.44. Result ID: 69dde9f947f34ce924c4e917.

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

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

Recorded evaluation configuration: {"Type":"collaborative evolutionary learning"}. This record does not assert independent reproduction.

### CHE-TKG

MRR: 60.37. Result ID: 69fc537c47f34ce924df26a0.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

Recorded evaluation configuration: {"Type":"Dual-views"}. This record does not assert independent reproduction.

### HisRES

MRR: 59.07. Result ID: 69dde9f947f34ce924c4e916.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa78db1e209131cea7ad2f.md>)

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### LogCL

MRR: 57.04. Result ID: 69dde9f947f34ce924c4e915.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50a93.md>)

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### HisMatch

MRR: 52.85. Result ID: 69dde9f947f34ce924c4e912.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3b3.md>)

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### LLM-DA

MRR: 52.1. Result ID: 69dde9f947f34ce924c4e90a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76731e209131cea6d100.md>)

Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction.

### LLM-DA

MRR: 52.1. Result ID: 69fc537c47f34ce924df269d.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76731e209131cea6d100.md>)

Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction.

### HTCCN

MRR: 51.94. Result ID: 69dde9f947f34ce924c4e910.

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

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### RPC

MRR: 51.14. Result ID: 69dde9f947f34ce924c4e90f.

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

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### AnRe

MRR: 50.9. Result ID: 69dde9f947f34ce924c4e90b.

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

Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction.

### AnRe

MRR: 50.9. Result ID: 69fc537c47f34ce924df269f.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction.

### TempValid

MRR: 50.31. Result ID: 69fc537c47f34ce924df269b.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

Recorded evaluation configuration: {"Type":"Path-based"}. This record does not assert independent reproduction.

### TiRGN

MRR: 50.04. Result ID: 69dde9f947f34ce924c4e914.

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

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### INFER

MRR: 48.73. Result ID: 69dde9f947f34ce924c4e909.

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

Recorded evaluation configuration: {"Type":"path-based"}. This record does not assert independent reproduction.

### INFER

MRR: 48.73. Result ID: 69fc537c47f34ce924df269c.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

Recorded evaluation configuration: {"Type":"Path-based"}. This record does not assert independent reproduction.

### MESH

MRR: 48.66. Result ID: 69fc537c47f34ce924df269e.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

Recorded evaluation configuration: {"Type":"LLM-based"}. This record does not assert independent reproduction.

### RE-GCN

MRR: 48.03. Result ID: 69dde9f947f34ce924c4e90d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea24015.md>)

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### TR-Rules

MRR: 47.64. Result ID: 69dde9f947f34ce924c4e908.

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

Recorded evaluation configuration: {"Type":"path-based"}. This record does not assert independent reproduction.

### TR-Rules

MRR: 47.64. Result ID: 69fc537c47f34ce924df269a.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

Recorded evaluation configuration: {"Type":"Path-based"}. This record does not assert independent reproduction.

### RETIA

MRR: 47.26. Result ID: 69dde9f947f34ce924c4e90e.

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

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### TLogic

MRR: 46.97. Result ID: 69dde9f947f34ce924c4e907.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf21e209131cea3119b.md>)

Recorded evaluation configuration: {"Type":"path-based"}. This record does not assert independent reproduction.

### TLogic

MRR: 46.97. Result ID: 69fc537b47f34ce924df2699.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1cb45497b3b670c886b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf21e209131cea3119b.md>)

Recorded evaluation configuration: {"Type":"Path-based"}. This record does not assert independent reproduction.

### CEN

MRR: 46.84. Result ID: 69dde9f947f34ce924c4e913.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fb6.md>)

[Implementation](<https://github.com/Lee-zix/CEN>)

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### RE-NET

MRR: 43.67. Result ID: 69dde9f947f34ce924c4e90c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa686c1e209131cea1c0f2.md>)

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

### TANGO

MRR: 42.86. Result ID: 69dde9f947f34ce924c4e911.

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

Recorded evaluation configuration: {"Type":"embedding-based"}. This record does not assert independent reproduction.

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