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Papers Benchmarks Datasets Tasks

Generative Modeling research benchmarks – Page 4 · SOTA2 Research

Generative Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Torus RNA 9,478 (test)

3.7NLL

7

Mar 12, 2026

Torus PrePro 6,910 (test)

1.02NLL

7

Mar 12, 2026

Torus Proline 7,634 (test)

0.08NLL

7

Mar 12, 2026

Torus Glycine 13,283 (test)

1.9NLL

7

Mar 12, 2026

Torus General 138,208 (test)

0.95NLL

7

Mar 12, 2026

Riemannian flow matching

-1.86Test NLL

7

Mar 11, 2026

0.25Test NLL

7

Mar 11, 2026

Earthquake (test)

Riemannian diffusion model

-0.4Test NLL

7

Mar 11, 2026

Riemannian flow matching

-7.93Test NLL

7

Mar 11, 2026

0.072W2 Distance

7

Feb 26, 2026

0.043W2 Distance

7

Feb 26, 2026

0.059W2

7

Feb 26, 2026

0.033W2

7

Feb 26, 2026

spiral2d (d = 1)

0.077W2 Distance

7

Feb 26, 2026

0.059W2 Distance

7

Feb 26, 2026

Darcy flow 1024 samples (test)

0.022Relative Error

7

Feb 26, 2026

5.16FID

7

Feb 26, 2026

FFJORD, VANILLA

0.97BITS/DIM

7

Feb 26, 2026

LSUN Bedroom (test)

2.65FID

7

Feb 26, 2026

CIFAR-10 (train)

2.9NLL (bits/dim)

7

Feb 26, 2026

Toronto Face Dataset (TFD) (test)

Adversarial Autoencoder

225,216Log-likelihood

7

Feb 26, 2026

Cifar (n = 10000, d = 1024)

28.67Wasserstein-2 (W2)

6

May 20, 2026

181.7χ²_PQM

6

May 18, 2026

21.13FID

6

May 8, 2026

4.38FID

6

May 8, 2026

Page 4 of 10

Popular datasets

CIFAR ImageNet MNIST CelebA SUPA

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