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ResearchFormerly WizWand

Topic Modeling on Jamuna News

0.9CVGHTM
0.2240.39950.5750.7505Aug 1, 2025
Updated 7mo ago

Evaluation results

MethodLinks
GHTMRT=22.162025.080.90.2811
Top2vec (Doc2Vec)RT=31.982025.080.830.1811
Graph2TopicRT=205.532025.080.730.150.90.8
BERTopic (SBERT+UMAP+KMeans)RT=81.392025.080.710.080.991
Combined TM (BOW+SBERT)RT=173.912025.080.670.0411
ZeroShot TM (BOW+SBERT)RT=103.742025.080.660.040.870.93
BERTopic (SBERT+SVD+HDBSCAN)RT=81.352025.080.660.0111
NMF (TF-IDF)RT=0.602025.080.650.080.980.99
BERTopic (SBERT+HDBSCAN)RT=81.582025.080.650.0211
LDA (BOW)RT=2.442025.080.620.080.890.95
NMF (BOW)RT=0.302025.080.620.090.910.95
GNTMRT=1599.182025.080.620.070.930.94
ProdLDART=165.042025.080.6-0.0211
CluWordsRT=256.552025.080.590.010.980.99
LDA (TF-IDF)RT=2.152025.080.570.030.910.95
BERTopic (SBERT+UMAP+Spectral)RT=71.902025.080.560.020.930.97
Neural LDART=162.512025.080.55-0.2411
BERTopic (SBERT+PCA+HDBSCAN)RT=81.392025.080.55-0.030.991
BERTopic (SBERT+UMAP+Agglomerative)RT=80.992025.080.54-0.090.930.96
BERTopic (GloVe+UMAP+HDBSCAN)RT=18.702025.080.530.030.830.88
LSA (BOW)RT=0.392025.080.51-0.040.60.63
LSA (TF-IDF)RT=0.732025.080.49-0.050.680.67
ETM (FastText)RT=13.632025.080.49-0.020.920.95
BERTopic (SBERT+UMAP+HDBSCAN)RT=67.972025.080.48-0.060.850.93
GCTMRT=2236.282025.080.44-0.0811
BERTopic (SBERT+UMAP+DBSCAN)RT=81.092025.080.43-0.120.910.92
BERTopic (Word2Vec+UMAP+HDBSCAN)RT=34.782025.080.26-0.150.780.81
BERTopic (Doc2Vec+UMAP+HDBSCAN)RT=35.962025.080.25-0.160.670.72
BERTopic (Fast Text+UMAP+HDBSCAN)RT=46.712025.080.25-0.180.770.8