Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning
arXiv:2605.14636v1 Announce Type: new
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…