When LLMs Lag Behind: Knowledge Conflicts from Evolving APIs in Code Generation

Ahmed Nusayer Ashik, Shaowei Wang, Tse-Hsun Chen +2

The rapid evolution of software libraries creates a significant challenge for Large Language Models (LLMs), whose static parametric knowledge often becomes stale post-training. Whi…