Randomness Detection on Attention 1 benchmark leaderboard · SOTA2 Research

Randomness Detection on Attention 1

18Recall@hNon-Linear Autoencoder

Evaluation Results

Method	Links
Non-Linear Autoencoder2026.03		18	20	20	17	20	59
Non-Linear Autoencoder2026.03		16	10	16	14	15	53
Chow-Liu2026.03		12	20	22	13	16	58
Linear Autoencoder2026.03		11	20	18	11	13	56
Linear Autoencoder2026.03		0.75	0.7	0.84	0.76	0.75	0.53
Chow-Liu2026.03		0.75	1	0.94	0.91	0.77	0.53
Non-Linear Autoencoder2026.03		0.74	1	0.86	0.87	0.76	0.52
Non-Linear Autoencoder2026.03		0.73	1	0.88	0.84	0.75	0.52
Chow-Liu2026.03		0.46	0.9	0.58	0.53	0.51	0.73
Non-Linear Autoencoder2026.03		0.39	0.9	0.6	0.49	0.46	0.69
Non-Linear Autoencoder2026.03		0.32	0.7	0.42	0.37	0.37	0.64
Linear Autoencoder2026.03		0.22	0.4	0.28	0.26	0.23	0.51