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Sequence Prediction research benchmarks · SOTA2 Research

Sequence Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Polynomial Drift (test)

0.04MISE

11

Feb 26, 2026

Cox-Ingersoll-Ross (CIR) (test)

0.76MISE

11

Feb 26, 2026

Ornstein-Uhlenbeck (OU) (test)

0.89MISE

11

Feb 26, 2026

Geometric Brownian motion (GBM) (test)

0.17MISE

11

Feb 26, 2026

Marginally stable linear dynamical systems with asymmetric transition matrices

Hazan et al. (2018)

1Scaling Dependence on T

8

May 12, 2026

WikiText-2 (average)

CTAT (Softmax-GL)

25.07Average PPL

5

Jun 9, 2026

92.9Accuracy

5

Feb 26, 2026

100Accuracy

4

Feb 26, 2026

Popular datasets

WikiText-2 Sprites MUG Geometric Brownian motion (GBM)Ornstein-Uhlenbeck (OU)

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