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ICEWS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Temporal Knowledge Graph ReasoningICEWS18 (test)
Hits@124.34
79
Temporal Knowledge Graph reasoningICEWS 18
Hits@100.627
60
Temporal Knowledge Graph ReasoningICEWS14 (test)
Hits@138.33
59
Temporal Knowledge Graph reasoningICEWS 14
Hits@167.97
48
Temporal Knowledge Graph ForecastingICEWS 18
MRR0.467
47
Link PredictionICEWS 14
MRR62
47
Temporal Knowledge Graph ReasoningICEWS05-15 (test)
Hits@148.55
41
Temporal Link PredictionICEWS 18
MRR74.9
33
Temporal Link PredictionICEWS Interpolation 05-15 (test)
Hits@162.17
29
Temporal Knowledge Graph CompletionICEWS14 v1 (test)
MRR0.658
29
Link PredictionICEWS 05-15
Hits@10.529
29
Unseen event predictionICEWS14 (test)
MRR0.4903
28
Temporal Knowledge Graph extrapolationICEWS 05-15
MRR0.7
27
Temporal Knowledge Graph extrapolationICEWS 14
MRR0.601
27
Tensor FactorizationICEWS (heldout)
Mean Heldout (α,β)-Divergence0.0201
21
Masked Entity PredictionICEWS05-15 standard (test)
MRR53.13
21
Masked Entity PredictionICEWS18 standard (test)
MRR36.84
21
Temporal Knowledge Graph ForecastingICEWS 05-15
MRR62.1
20
Temporal Knowledge Graph PredictionICEWS05-15 (test)
Hits@139
20
Temporal Knowledge Graph ReasoningICEWS 18 (meta-test)
MRR0.34
19
Temporal Link PredictionICEWS14 filtered (test)
MRR61.8
18
Temporal Knowledge Graph CompletionICEWS05-15 v1 (test)
MRR71.3
18
Inductive Temporal Knowledge Graph Link PredictionICEWS 05-15 (5:2:3 chronological split)
Hits@326.17
17
Inductive Temporal Knowledge Graph Link PredictionICEWS 18 (5:2:3 chronological split)
Hits@30.1344
17
Inductive Temporal Knowledge Graph Link PredictionICEWS 14 (5:2:3 chronological split)
Hits@30.1935
17
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