Temporal Evidence-Parameter Co-Alignment for LLM Reasoning over Temporal Knowledge Graphs.

arXiv:2610.28176v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) often struggle with temporally grounded reasoning because their static parametric memory is misaligned with the dynamic evolution of real-world knowledge. Although RAG and P