S. S. Naqvi and A. A. Niayzi, “Apology Strategies in Commercial Chatbots: A Speech Act Analysis of Formulaicity, Pragmatic Deficits, and Design Implications for Customer-Service Conversational AI Systems”, HIHDSRC, Mar. 2025.