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ResearchFormerly WizWand

Clustering on MTEB BioRxiv S2S

33.99V1 ScoreK-means HD
2.0110.312518.61526.9175Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
K-means HDEmbedding=High-dimensional (HD), Algorithm=K-means2026.0333.99
Ours LDk=20, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0331.52
Ours LDk=15, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0331.22
k-NN LDk=20, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0331.18
Ours LDk=10, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0330.74
k-NN LDk=15, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0330.47
Ours LDk=8, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0330.22
k-NN LDk=8, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0330.14
k-NN LDk=10, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0330.14
Ours LDk=6, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0329.7
k-NN LDk=6, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0329.03
Ours LDk=3, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0328.23
k-NN LDk=3, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0326.43
Ours LDk=2, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0326.23
Ours LDk=1, Neighborhood Graph=Incremental, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0318.85
k-NN LDk=2, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.0312.91
k-NN LDk=1, Neighborhood Graph=Standard k-NN, Embedding=Low-dimensional (LD), Algorithm=Spectral Clustering2026.033.24