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Temporal Point Process modeling research benchmarks · SOTA2 Research

Temporal Point Process modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Reddit real-world (test)

-1.296Negative Log-Likelihood

25

Feb 26, 2026

MOOC real-world (test)

-1.238NLL

25

Feb 26, 2026

Hawkes2 synthetic (test)

-2.19NLL

25

Jul 3, 2026

Hawkes1 synthetic (test)

-1.81Negative Log-Likelihood

25

Jul 3, 2026

Wiki real-world (test)

-1.373Negative Log-Likelihood

18

Feb 26, 2026

Renewal synthetic (test)

0.26NLL

11

Feb 26, 2026

Poisson synthetic (test)

0.995NLL

11

Feb 26, 2026

All datasets Combined (All)

0.024E

9

Jul 9, 2026

Real-world datasets Aggregated

0.134E

9

Jul 9, 2026

Synthetic datasets Aggregated (Synth.)

0.003E

9

Jul 9, 2026

Popular datasets

Wiki Reddit Poisson Hawkes1 Hawkes2

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