List your company

Short Text Clustering on GoogleNews-TS

89.8AccuracySCCL
56.20864.92973.6582.371Mar 24, 2021Aug 2, 2021Dec 12, 2021Apr 23, 2022Sep 1, 2022Jan 11, 2023May 23, 2023

Evaluation results

MethodLinks
SCCLAveraging=Average over five random runs2021.0389.894.9
HAC-SDAlgorithm=Hierarchical Agglomerative Clustering2021.0385.888
RSTC2023.0583.2793.15
SCCL2023.0582.5193.01
K-means_IC2023.0579.8192.91
RSTC-Ccontrastive learning=class-wise, pseudo-labels=SAOT2023.0578.4890.59
RSTC-Icontrastive learning=instance-wise, clustering=k-means2023.0575.4492.06
TF-IDF2023.056987.78
TF-IDFFeature dimension=1500, Algorithm=K-means2021.036888.9
SBERT(k-means)2023.0565.7186.6
RSTC-OTpseudo-labels=traditional OT2023.0563.9785.79
BOW2023.0558.7982.59
BoWFeature dimension=1500, Algorithm=K-means2021.0357.581.9