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ResearchFormerly WizWand

Unconditional Generation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

CIFAR-10 (test)

1.92FID

102

Feb 26, 2026

OpenWebText unconditional generation L = 1024

Data (reference)

100MAUVE

50

May 14, 2026

AFHQ 64 x 64 v2

1.97FID

48

Jun 9, 2026

OpenWebText (OWT) L=1024 (held-out)

Data (reference)

1MAUVE

45

Feb 26, 2026

LM1B sequence length 128

40.2Generation Perplexity (PPL)

43

May 11, 2026

LSUN Bedroom 256x256 (test)

3.45FID

42

Mar 13, 2026

OpenWebText L=1024 (test)

14.1Generation Perplexity

40

May 11, 2026

AR (student-size)

36.42Generation Perplexity

31

May 12, 2026

FineWeb-Edu Mask source 170M-parameter (train)

8.5Entropy

17

May 11, 2026

FineWeb-Edu Uniform source 170M-parameter (train)

7Entropy

17

May 11, 2026

2.41FID

16

Feb 26, 2026

Unconditional Generations 1024

6.8PPL (GPT-NEO)

15

May 7, 2026

OpenWebText L=2048 (test)

13.2Gen. PPL

12

Feb 26, 2026

LSUN Church 256x256 (test)

4.06FID

11

Feb 26, 2026

CIFAR-10 32x32 (test)

4.23FID

10

Feb 26, 2026

0.03MMD

8

Jun 5, 2026

Dentate Gyrus (test)

20.456W2 Score

7

May 11, 2026

0.042JSD Mean Bond Angle

7

Apr 7, 2026

Synthcity Average of 15 datasets: Adult, Credit, Bank, Wine Quality, Car Evaluation, SPECTF Heart, Communities Crime, Law Students, Student Performance, Circle, Multivariate Normal, Imbalanced, Mixed, Iris, Complex Stress (test)

4.2Feature Correlation

7

Mar 5, 2026

ImageNet 1K (val)

0.027MSE

6

Feb 26, 2026

56.46FID

6

Feb 26, 2026

18.82FID

6

Feb 26, 2026

Geom-Drug (test)

89.6AS

6

Feb 26, 2026

Synthetic Copula

0.7Wasserstein Distance (Dim1) (x10^3)

5

Apr 7, 2026

29.85FID

5

Feb 26, 2026