Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights. - Ahilan Ayyachamy Nadar Ponnusamy (CoRR, 2025)

Application Modernization with LLMs: Addressing Core Challenges in Reliability, Security, and Quality. - Ahilan Ayyachamy Nadar Ponnusamy (CoRR, 2025)

Context Discipline and Performance Correlation: Analyzing LLM Performance and Quality Degradation Under Varying Context Lengths. - Ahilan Ayyachamy Nadar Ponnusamy; Karthic Chandran; M. Maruf Hossain (CoRR, 2026)