Leaderboards for TKG Link Property Prediction

Check leaderboards for

- tkgl-smallpedia

- tkgl-polecat

- tkgl-icews

- tkgl-wikidata

The bold method name indicates that the implementation is official (by the author of the original paper).
Package denotes the required package version for each dataset to be eligible for the leaderboard.

Leaderboard for tkgl-smallpedia

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 Recurrency Baseline(train) 0.655 0.694 TGB team Paper, Code June 11th, 2024
2 CEN 0.612 ± 0.001 0.646 ± 0.001 TGB team Paper, Code June 11th, 2024
3 TLogic 0.595 ± 0.001 0.631 ± 0.001 TGB team Paper, Code June 11th, 2024
4 RE-GCN 0.594 ± 0.001 0.631 ± 0.001 TGB team Paper, Code June 11th, 2024
5 Recurrency Baseline(default) 0.570 0.640 TGB team Paper, Code June 11th, 2024
6 EdgeBank(tw) 0.353 0.457 TGB team Paper, Code June 11th, 2024
7 EdgeBank(unlimited) 0.333 0.401 TGB team Paper, Code June 11th, 2024

Leaderboard for tkgl-polecat

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 TLogic 0.228 ± 0.001 0.236 ± 0.001 TGB team Paper, Code June 11th, 2024
2 Recurrency Baseline(train) 0.198 0.203 TGB team Paper, Code June 11th, 2024
3 CEN 0.184 ± 0.002 0.204 ± 0.002 TGB team Paper, Code June 11th, 2024
4 RE-GCN 0.175 ± 0.002 0.191 ± 0.003 TGB team Paper, Code June 11th, 2024
5 Recurrency Baseline(default) 0.167 0.170 TGB team Paper, Code June 11th, 2024
6 EdgeBank(tw) 0.056 0.058 TGB team Paper, Code June 11th, 2024
7 EdgeBank(unlimited) 0.045 0.048 TGB team Paper, Code June 11th, 2024

Leaderboard for tkgl-icews

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 Recurrency Baseline(default) 0.206 0.264 TGB team Paper, Code June 11th, 2024
2 CEN 0.187 ± 0.003 0.244 ± 0.002 TGB team Paper, Code June 11th, 2024
3 TLogic 0.186 ± 0.001 0.287 ± 0.001 TGB team Paper, Code June 11th, 2024
4 RE-GCN 0.182 ± 0.003 0.232 ± 0.003 TGB team Paper, Code June 11th, 2024
5 EdgeBank(tw) 0.020 0.020 TGB team Paper, Code June 11th, 2024
6 EdgeBank(unlimited) 0.009 0.008 TGB team Paper, Code June 11th, 2024

Leaderboard for tkgl-wikidata

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 EdgeBank(tw) 0.535 0.633 TGB team Paper, Code June 11th, 2024
2 EdgeBank(unlimited) 0.535 0.632 TGB team Paper, Code June 11th, 2024