Hallucination to Truth: A Review of Fact-Checking and Factuality Evaluation in Large Language Models. - Subhey Sadi Rahman; Md. Adnanul Islam; Md. Mahbub Alam; Musarrat Zeba; Md. Abdur Rahman; Sadia Sultana Chowa; Mohaimenul Azam Khan Raiaan; Sami Azam (CoRR, 2025)