## TIME: Explicit and Time-Aware Reasoning for LLMs A new study introduces TIME, a "Temporally Intelligent Meta-reasoning Engine" designed to enhance the reasoning capabilities of large language models (LLMs) in time-sensitive contexts. The traditional approach of reasoning-oriented LLMs often relies on long traces of explicit "thinking" at the beginning of each response, a costly and inefficient method. TIME addresses these limitations by treating explicit reasoning as a context-sensitive resource, driven by temporal and discourse cues. The framework enriches dialogues with `