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ResearchFormerly WizWand

20NG

Benchmarks

TaskDatasetSOTA resultTrendResults

20NG

0.24NPMI

33

Text Classification

20NG

89.5Accuracy

20

Text Classification

20ng (test)

89.5Accuracy (Test)

18

Class Incremental Learning

20NG

29.77Average Backward Transfer (BWT)

13

Class Incremental Learning

20NG (test)

97.06Accuracy

13

20NG

99.6IRBO

13

Document Clustering

20NG (test)

0.437NMI

13

Document Modeling

20NG

589Perplexity

11

Topic Coherence

20NG

2.87Rating

8

Topic-Label Alignment

20NG

65Purity (P1)

8

Multi-class Calibration

20NG (test)

1.4NLL

8

Document Clustering

20NG

47.7Top-Purity

6

Out-of-Distribution Detection

20NG (ID) vs IMDB (OOD)

99.78AUROC

4

20NG

0.845ARI

4

20NG-C

951.96k-Means Loss

2

20NG-B

481.72K-Means Loss

2

20NG-A

193.46k-Means Loss

2