Retrieved but Not Read: Understanding Why Search-Augmented LLMs Fail to Use Available Evidence.

arXiv:2610.21731v1 Announce Type: cross Abstract: Web search allows LLMs to access up-to-date information, but it remains unclear why they sometimes produce outdated answers even when relevant evidence is available. To study this problem, we construct temporal