However, the coherence of the topics produced by LDA is poorer than expected.

To address this lack of coherence, we applied non-negative matrix factorization (NMF). 
 Question: How are prominent topics idenified in Dabiq and Rumiyah?
LDA non-negative matrix factorization (NMF)