作者位次 #10/10ACL 2026Findings· Findings of ACL
Static Models, Dynamic World: A Unified Perspective on Temporal Perception in Large Language Models
Chenhao Li · Dandan Song · Changzhi Zhou · Jun Yang · Yuhang Tian · Huipeng Ma · Guangyuan Feng · Luan Zhang · Xudong Li · Ke Duan
摘要
Large language models are trained on static corpora but deployed in a dynamic world, leading to systematic temporal failures—from mis-anchored expressions and inconsistent timelines to hallucinated future events, stale world knowledge, and related issues. Existing surveys on temporal knowledge gr...