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ResearchFormerly WizWand

Topic Modeling on NCTBText

0.87CVGHTM
0.31880.46190.6050.7481Aug 1, 2025
Updated 7mo ago

Evaluation results

MethodLinks
GHTMRT=13.572025.080.870.270.991
BERTopic (SBERT+UMAP+HDBSCAN)RT=55.462025.080.82-0.080.440.52
BERTopic (SBERT+PCA+HDBSCAN)RT=52.982025.080.78-0.050.490.61
BERTopic (SBERT+SVD+HDBSCAN)RT=52.742025.080.78-0.040.510.62
BERTopic (SBERT+HDBSCAN)RT=51.902025.080.77-0.040.550.74
Top2vec (Doc2Vec)RT=133.642025.080.740.1111
GCTMRT=4000.402025.080.730.0511
BERTopic (SBERT+UMAP+KMeans)RT=53.412025.080.690.020.970.99
ProdLDART=218.762025.080.660.0511
BERTopic (SBERT+UMAP+Spectral)RT=54.892025.080.660.010.930.98
BERTopic (SBERT+UMAP+DBSCAN)RT=51.802025.080.65-0.090.760.86
Combined TM (BOW+SBERT)RT=173.392025.080.640.0511
ZeroShot TM (BOW+SBERT)RT=115.002025.080.640.0511
Graph2TopicRT=279.512025.080.590.080.690.68
BERTopic (SBERT+UMAP+Agglomerative)RT=52.932025.080.58-0.090.860.96
NMF (TF-IDF)RT=0.972025.080.570.040.950.99
BERTopic (GloVe+UMAP+HDBSCAN)RT=20.402025.080.560.130.680.91
GNTMRT=3459.532025.080.560.040.890.97
NMF (BOW)RT=0.382025.080.540.060.820.96
Neural LDART=213.862025.080.54-0.311
CluWordsRT=445.422025.080.52-0.060.91
LDA (TF-IDF)RT=2.042025.080.51-0.040.960.99
LDA (BOW)RT=2.432025.080.50.030.830.95
BERTopic (Word2Vec+UMAP+HDBSCAN)RT=33.582025.080.44-0.050.730.9
BERTopic (Doc2Vec+UMAP+HDBSCAN)RT=33.572025.080.44-0.050.720.9
LSA (TF-IDF)RT=1.292025.080.42-0.070.610.78
BERTopic (Fast Text+UMAP+HDBSCAN)RT=42.352025.080.42-0.070.790.93
ETM (FastText)RT=20.152025.080.4-0.140.810.94
LSA (BOW)RT=0.722025.080.34-0.050.470.78