Topic Modeling on Jamuna News benchmark leaderboard · SOTA2 Research

Topic Modeling on Jamuna News

0.9CVGHTM

Evaluation Results

Method
GHTM2025.08	0.9	0.28	1	1
Top2vec (Doc2Vec)2025.08	0.83	0.18	1	1
Graph2Topic2025.08	0.73	0.15	0.9	0.8
BERTopic (SBERT+UMAP+KMeans)2025.08	0.71	0.08	0.99	1
Combined TM (BOW+SBERT)2025.08	0.67	0.04	1	1
ZeroShot TM (BOW+SBERT)2025.08	0.66	0.04	0.87	0.93
BERTopic (SBERT+SVD+HDBSCAN)2025.08	0.66	0.01	1	1
NMF (TF-IDF)2025.08	0.65	0.08	0.98	0.99
BERTopic (SBERT+HDBSCAN)2025.08	0.65	0.02	1	1
LDA (BOW)2025.08	0.62	0.08	0.89	0.95
NMF (BOW)2025.08	0.62	0.09	0.91	0.95
GNTM2025.08	0.62	0.07	0.93	0.94
ProdLDA2025.08	0.6	-0.02	1	1
CluWords2025.08	0.59	0.01	0.98	0.99
LDA (TF-IDF)2025.08	0.57	0.03	0.91	0.95
BERTopic (SBERT+UMAP+Spectral)2025.08	0.56	0.02	0.93	0.97
Neural LDA2025.08	0.55	-0.24	1	1
BERTopic (SBERT+PCA+HDBSCAN)2025.08	0.55	-0.03	0.99	1
BERTopic (SBERT+UMAP+Agglomerative)2025.08	0.54	-0.09	0.93	0.96
BERTopic (GloVe+UMAP+HDBSCAN)2025.08	0.53	0.03	0.83	0.88
LSA (BOW)2025.08	0.51	-0.04	0.6	0.63
LSA (TF-IDF)2025.08	0.49	-0.05	0.68	0.67
ETM (FastText)2025.08	0.49	-0.02	0.92	0.95
BERTopic (SBERT+UMAP+HDBSCAN)2025.08	0.48	-0.06	0.85	0.93
GCTM2025.08	0.44	-0.08	1	1
BERTopic (SBERT+UMAP+DBSCAN)2025.08	0.43	-0.12	0.91	0.92
BERTopic (Word2Vec+UMAP+HDBSCAN)2025.08	0.26	-0.15	0.78	0.81
BERTopic (Doc2Vec+UMAP+HDBSCAN)2025.08	0.25	-0.16	0.67	0.72
BERTopic (Fast Text+UMAP+HDBSCAN)2025.08	0.25	-0.18	0.77	0.8