Tarea656 -

: This is the seminal paper by David Blei and colleagues that introduced the LDA model, forming the foundation for most modern topic modeling techniques.

: Typically use Variational Autoencoders (VAEs) and often outperform classical models on large-scale datasets, though evaluation can be more complex.

: This highly regarded paper from arXiv challenges current automated metrics and advocates for human-centered evaluation in neural models. tarea656

: A comprehensive review available on Springer that categorizes methods, applications, and future directions for the field.

: This arXiv paper provides a practical overview of a toolkit designed to streamline different scenarios like hierarchical and cross-lingual modeling. Foundational vs. Modern Approaches : This is the seminal paper by David

Towards the TopMost: A Topic Modeling System Toolkit - arXiv

: Published in Information Processing & Management , this paper presents a way to improve how distinct and interpretable topics are within a model. : A comprehensive review available on Springer that

: Best for smaller datasets where interpretability is key and computational resources are limited.