AdapTime: Enabling Adaptive Temporal Reasoning in Large Language Models

ArXi:2604.24175v1 Announce Type: cross Large language models have nstrated strong reasoning capabilities in general knowledge question answering. However, their ability to handle temporal information remains limited. To address this limitation, existing approaches often involve external tools or manual verification and are tailored to specific scenarios, leading to poor generalizability.