cs.AI, cs.CL

LLM as Attention-Informed NTM and Topic Modeling as long-input Generation: Interpretability and long-Context Capability

arXiv:2510.03174v2 Announce Type: replace-cross
Abstract: Topic modeling aims to produce interpretable topic representations and topic–document correspondences from corpora, but classical neural topic models (NTMs) remain constrained by limited repre…