Embedding Quality Evaluation on MNIST benchmark leaderboard · SOTA2 Research

Embedding Quality Evaluation on MNIST

0.0294Angular Distortion Index (Class)AngleEmbedding

Evaluation Results

Method	Links
AngleEmbedding2026.05		0.0294	0.523	0.9872	0.721	0.1022	1.3205	31.45	0.12
TSNE2026.05		0.037	0.2501	0.9865	0.848	0.3676	0.9606	37.12	0.2
UMAP2026.05		0.0414	0.2883	0.9862	0.8355	0.5007	0.8339	76.71	54.36
PaCMap2026.05		0.0417	0.2907	0.9842	0.8219	0.5279	0.7114	78.71	55.22
UMATO2026.05		0.0424	0.2912	0.988	0.8262	0.3462	1.6012	67.33	42.65
PCA2026.05		0.0505	0.3412	0.9387	0.5849	0.0235	5.915	0.12	0
MDS2026.05		0.0715	0.5083	0.8792	0.519	-0.1024	13.9584	0.36	0.01
Random2026.05		0.1097	0.4408	0.7078	0.4514	-0.0081	541.9838	0	0