Test-Time Personalization: A Diagnostic Framework and Probabilistic Fix for Scaling Failures

Linhai Zhang, Yulan He

Existing approaches to LLM personalization focus on constructing better personalized models or inputs, while treating inference as a single-shot process. In this work, we study Tes…