Topic Modeling
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.381Cv
11
Feb 26, 2026
0.557Coherence Value (Cv)
10
Apr 1, 2026
0.712Coherence Value (CV)
10
Apr 1, 2026
0.157NPMI
10
Feb 26, 2026
0.246NPMI
10
Feb 26, 2026
0.148NPMI
10
Feb 26, 2026
0.053CNPMI
8
May 6, 2026
0.527NPMI
8
Feb 26, 2026
0.49Purity
8
Feb 26, 2026
0.04CNPMI
8
Feb 26, 2026
0.058CNPMI
8
Feb 26, 2026
100Diversity
8
Feb 26, 2026
100Topic Diversity
8
Feb 26, 2026
0.14Avg Topic Coherence
8
Feb 26, 2026
-0.162NPMI
7
May 19, 2026
96.6AUPC
7
Apr 6, 2026
64.1AUPC
7
Apr 6, 2026
80.7AUPC
7
Apr 6, 2026
0.705Purity
7
Feb 26, 2026
65.8Cover
7
Feb 26, 2026
84.3Cover
7
Feb 26, 2026
0.73Coherence Value (Cv)
6
Jun 15, 2026
0.71Cv
6
Jun 15, 2026
0.199NPMI (K=10)
6
Mar 31, 2026
-7.314Held-out Log-Likelihood
6
Mar 27, 2026