作者位次 #6/12ACL 2026Poster· Natural Language Processing
Lightweight LLM Agent Memory with Small Language Models
Jiaquan Zhang · Chaoning Zhang · Shuxu Chen · Zhenzhen Huang · Pengcheng Zheng · Zhicheng Wang · Ping Guo · Fan Mo · Sung-Ho Bae · Jie Zou · Jiwei Wei · Yang Yang
摘要
Although LLM agents can leverage tools for complex tasks, they still need memory to maintain cross-turn consistency and accumulate reusable information in long-horizon interactions. However, retrieval-based external memory systems incur low online overhead but suffer from unstable accuracy due to...