When Do LLMs Apply the Wrong Law? Diagnosing LLM Failures in Temporal Legal Reasoning.

arXiv:2608.14610v2 Announce Type: replace Abstract: Legal reasoning requires identifying which version of a statute applies to a case, typically based on when the legally relevant events occurred rather than when the case is adjudicated. Yet whether large lang