Where and Why Search-Augmented LLMs Fail When Reasoning over Rapidly Evolving Knowledge.

arXiv:2610.25323v1 Announce Type: cross Abstract: As the world changes, new information is published while older records remain online. This complicates reasoning for large language models (LLMs), which must retrieve evidence and resolve conflicts to determine