2025
Semantic Component Analysis: Introducing Multi-Topic Distributions to Clustering-Based Topic Modeling
EMNLP 2025
Topic modeling is a key method in text analysis, but existing approaches fail to efficiently scale to large datasets or are limited by assuming one topic per document. Overcoming these limitations, we introduce Semantic Component Analysis (SCA), a topic modeling technique that discovers multiple top