From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents

X Mou, X Ding, Q He, L Wang, J Liang, X Zhang… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Traditional sociological research often relies on human participation, which, though
effective, is expensive, challenging to scale, and with ethical concerns. Recent …

Lego-graphrag: Modularizing graph-based retrieval-augmented generation for design space exploration

Y Cao, Z Gao, Z Li, X **e, K Zhou, J Xu - arxiv preprint arxiv:2411.05844, 2024‏ - arxiv.org
GraphRAG integrates (knowledge) graphs with large language models (LLMs) to improve
reasoning accuracy and contextual relevance. Despite its promising applications and strong …

R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs

S Jo, J Choi, J Kim, E Choi - arxiv preprint arxiv:2502.12767, 2025‏ - arxiv.org
Recent studies have combined Large Language Models (LLMs) with Knowledge Graphs
(KGs) to enhance reasoning, improving inference accuracy without additional training while …