作者位次 #3/11ACL 2026Findings· Findings of ACL
Beyond Dialogue Time: Temporal Semantic Memory for Personalized LLM Agents
Miao Su · Yucan Guo · Zhongni Hou · Long Bai · Zixuan Li · Yufei zhang · Guojun Yin · Shuai Chen · Xiaolong Jin · Jiafeng Guo · Xueqi Cheng
摘要
Memory enables Large Language Model (LLM) agents to perceive, store, and use information from past dialogues, which is essential for personalization. However, existing methods fail to properly model the temporal dimension of memory in two aspects: 1) Temporal inaccuracy: memories are organized by...