# Temporal Link Prediction on Canadian Parliament DGB Inductive

Source: [Temporal Link Prediction on Canadian Parliament DGB Inductive](<https://www.sota2.com/research/sota/temporal-link-prediction-on-canadian-parliament-dgb-inductive>)

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

Data updated: 2026-06-11T07:05:04.617Z

Evaluation of Temporal Link Prediction performance on the Canadian Parliament DGB Inductive dataset, reporting metrics such as AP and AUC.

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) | Canadian Parliament DGB Inductive |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [AP](<https://www.sota2.com/research/sota/temporal-link-prediction-on-canadian-parliament-dgb-inductive.md?metric=AP>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/temporal-link-prediction-on-canadian-parliament-dgb-inductive.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| TSNN | 96.13 | Not recorded | 6a28f34a90966ade919c17b8 |
| DyGFormer | 87.74 | Not recorded | 6a28f34a90966ade919c17b8 |
| TPNet | 68.09 | Not recorded | 6a28f34a90966ade919c17b8 |
| NAT | 61.9 | Not recorded | 6a28f34a90966ade919c17b8 |
| GraphMixer | 55.91 | Not recorded | 6a28f34a90966ade919c17b8 |
| CAWN | 55.8 | Not recorded | 6a28f34a90966ade919c17b8 |
| TGAT | 55.18 | Not recorded | 6a28f34a90966ade919c17b8 |
| TCL | 54.3 | Not recorded | 6a28f34a90966ade919c17b8 |
| TGN | 54.1 | Not recorded | 6a28f34a90966ade919c17b8 |
| DyRep | 54.02 | Not recorded | 6a28f34a90966ade919c17b8 |
| JODIE | 53.92 | Not recorded | 6a28f34a90966ade919c17b8 |
| PINT | 50.32 | Not recorded | 6a28f34a90966ade919c17b8 |

### TSNN

AP: 96.13. Result ID: 6a2a5dbbfbc373592c26ee1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### DyGFormer

AP: 87.74. Result ID: 6a2a5dbbfbc373592c26ee1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8c1.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### TPNet

AP: 68.09. Result ID: 6a2a5dbbfbc373592c26ee1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8c1.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### NAT

AP: 61.9. Result ID: 6a2a5dbbfbc373592c26ee18.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8c1.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### GraphMixer

AP: 55.91. Result ID: 6a2a5dbbfbc373592c26ee17.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8c1.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### CAWN

AP: 55.8. Result ID: 6a2a5dbbfbc373592c26ee15.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8c1.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### TGAT

AP: 55.18. Result ID: 6a2a5dbbfbc373592c26ee13.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75141e209131cea65941.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### TCL

AP: 54.3. Result ID: 6a2a5dbbfbc373592c26ee16.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75141e209131cea65941.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### TGN

AP: 54.1. Result ID: 6a2a5dbbfbc373592c26ee14.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c8c1.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### DyRep

AP: 54.02. Result ID: 6a2a5dbbfbc373592c26ee12.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75141e209131cea65941.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### JODIE

AP: 53.92. Result ID: 6a2a5dbbfbc373592c26ee11.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75141e209131cea65941.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

### PINT

AP: 50.32. Result ID: 6a2a5dbbfbc373592c26ee19.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f34a90966ade919c17b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75141e209131cea65941.md>)

Recorded evaluation configuration: {"Negative sampling":"random"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
