2025
CAST: Corpus-Aware Self-similarity Enhanced Topic modelling
NAACL 2025long
Topic modelling is a pivotal unsupervised machine learning technique for extracting valuable insights from large document collections. Existing neural topic modelling methods often encode contextual information of documents, while ignoring contextual details of candidate centroid words, leading to t…