A Manifold-Aware Topic Modeling Approach via Rank-Based Prototypes
This work introduces MARETopic, a training-free framework that casts topic discovery as rank-based prototype selection and leads topic coherence on two of three datasets, ahead of both neural and clustering-based topic models.