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Topic Modeling research benchmarks – Page 2 · SOTA2 Research

Topic Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1,715Topic Judge Elo Score

16

Jun 30, 2026

Bills U.S. Congress summaries

1,763Topic Judge Elo Score

16

Jun 30, 2026

20NG (20 Newsgroups)

1,614Topic Judge Elo Score

16

Jun 30, 2026

0.52P1 Score

16

Jun 30, 2026

0.611NPMI

14

Apr 15, 2026

52Topic Coherence (TC)

14

Mar 5, 2026

0.501TC Score

14

Mar 5, 2026

100Diversity

14

Feb 26, 2026

100IRBO

13

Feb 26, 2026

100IRBO

13

Feb 26, 2026

1IRBO

13

Feb 26, 2026

100IRBO

13

Feb 26, 2026

1IRBO

13

Feb 26, 2026

1IRBO

13

Feb 26, 2026

99.6IRBO

13

Feb 26, 2026

0.191NPMI

13

Feb 26, 2026

0.045NPMI

13

Feb 26, 2026

0.146NPMI

13

Feb 26, 2026

RCV1-v2 processed (test)

602Perplexity

12

Feb 26, 2026

MXM official (test)

272Perplexity

12

Feb 26, 2026

AskAcademia (test)

0.299Cp

11

Apr 15, 2026

TeslaModel3 (test)

0.303Cp

11

Apr 15, 2026

Bothering (test)

0.333Cp

11

Apr 15, 2026

0.397Cv

11

Feb 26, 2026

0.392Cv

11

Feb 26, 2026

Page 2 of 5

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