Learning from Many and Adapting to the Unknown in Open-set Test Streams
arXiv:2604.00533v1 Announce Type: new
Abstract: Large Language Models (LLMs) generalize across tasks via reusable representations and flexible reasoning, yet remain brittle in real deployment under evolving tasks and continual distribution shift. A co…