一作ACL 2026Findings· Findings of ACL
Graph-Assisted Large Language Models: A Perspective on Mitigating Intrinsic Limitations
Haitong Luo · Fali Wang · Weiyao Zhang · Xianren Zhang · Zhiwei Zhang · Tianxiang Zhao · Minhua Lin · Jiahao Zhang · Hui Liu · Xianfeng Tang · Qi He · Suhang Wang · Xuying Meng · Yujun Zhang
摘要
Large language models (LLMs) have made progress in knowledge-intensive tasks, reasoning and planning, and collaborative problem solving, yet they exhibit intrinsic limitations such as knowledge cutoff, single-threaded reasoning that hinders finer-grained branch and aggregation, and rigid collabor...