A Manifold-Aware Topic Modeling Approach via Rank-Based Prototypes

Thiago César Castilho Almeida, Daniel Carlos Guimarães Pedronette

Recent topic models leverage pretrained embeddings, but neural architectures produce latent representations without grounding in specific texts, and clustering-based pipelines assi…