A Hybrid Model Integrating LDA, BERT, and Clustering for Enhanced Topic Modeling
A Hybrid Model Integrating LDA, BERT, and Clustering for Enhanced Topic Modeling
A. Yadav,Tushar Gupta,Mohit Kumar,Divakar Yadav
2025 · DOI: 10.1007/s11135-025-02077-y
Quality & Quantity: International Journal of Methodology · 11 Citations
TLDR
This study introduces a hybrid approach that combines LDA with BERT for enhanced topic modeling, incorporating dimensionality reduction-based clustering, and evaluates coherence scores using the BERT-LDA model on the 20newsgroups and Reuters datasets.