Training-Free Test-Time Contrastive Learning for Large Language Models

Kaiwen Zheng, Kai Zhou, Jinwu Hu +3

Large language models (LLMs) demonstrate strong reasoning capabilities, but their performance often degrades under distribution shift. Existing test-time adaptation (TTA) methods r…