Scaling Truth: The Confidence Paradox in AI Fact-Checking. - Ihsan Ayyub Qazi; Zohaib Khan; Abdullah Ghani; Agha Ali Raza; Zafar Ayyub Qazi; Wassay Sajjad; Ayesha Ali; Asher Javaid; Muhammad Abdullah Sohail; Abdul Hameed Azeemi (CoRR, 2025)