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Huipeng Ma · Dandan Song · Shaonan Ma · Changzhi Zhou · Jun Yang · Yuhang Tian · Luan Zhang · Chenhao Li · Xudong Li · Fang Xi · Guangyuan Feng
Chenhao Li · Dandan Song · Changzhi Zhou · Jun Yang · Yuhang Tian · Huipeng Ma · Guangyuan Feng · Luan Zhang · Xudong Li · Ke Duan
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...