Human-Centric Topic Modeling with Goal-Prompted Contrastive Learning and Optimal Transport

Rui Wang, Yi Zheng, Dongxin Wang +5

Existing topic modeling methods, from LDA to recent neural and LLM-based approaches, which focus mainly on statistical coherence, often produce redundant or off-target topics that…