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

Web search allows LLMs to access up-to-date information, but it remains unclear why they sometimes produce outdated answers even when relevant evidence is available.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 facts whose values changed after the models' training cutoffs. We evaluate one proprietar