Hrithik Majumdar Shibu, Shrestha Datta, Md. Sumon Miah, Nasrullah Sami, Mahruba Sharmin Chowdhury, Md Saiful Islam: From Scarcity to Capability: Empowering Fake News Detection in Low-Resource Languages with LLMs. COLING Workshops 2025: 100-107