Ichsan Budiman

Do LLMs Learn Structure or Names? A Study on the Robustness of Design-Pattern Detection to Identifier Shifts

2026

Large Language Models (LLMs) have recently achieved strong results for automated object-oriented Design-Pattern Detection (DPD). However, it remains unclear whether these gains come from learning pattern-defining structure (e.g., inheritance, delegation, object creation) or from exploiting …