Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning.

arXiv:2605.14636v2 Announce Type: replace Abstract: Large language models (LLMs) often fail to reason under temporal cutoffs: when prompted to answer from the standpoint of an earlier time, they exploit knowledge that became available only later. We study this