Keeping Time vs. Understanding Time: Neither Alone Explains Temporal Reasoning in LLMs.

arXiv:2610.29507v1 Announce Type: cross Abstract: Temporal reasoning is widely assumed to decompose into two modes: temporal arithmetic (date and time calculations), and temporal semantics (understanding temporal and causal relations). This dichotomy shapes ho