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Junjie Huang

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#small language model Preprint Oct 2026

When Extremists Enter LLM Societies: Investigating Extreme Behavior in Multi-Agent Systems

This work introduces EXAM, an EXtremist Agent Modeling framework that capable of configuring extremist agents for specific tasks and precisely controlling their population proportion, spatial distribution, interaction protocols, and measurement interfaces.

Guo Chen, Huai-Jin Xie, Zi-Wen Li et al. · 0 citations
Jul 2026

NGM-RAG: Neural Graph Matching based Retrieval-Augmented Generation

NGM-RAG is introduced, a novel framework that leverages graph structures to effectively capture and utilize relational knowledge for improved retrieval and answer generation and proposes a neural graph matching approach that combines text-based matching with Graph Neural Networks (GNNs).

Guo Chen, Ziwen Li, Mao Zheng et al. · 0 citations
Preprint Aug 2026

ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration

This work introduces a generalizable evaluation framework that maps native MAS traces into a shared space of unified collaboration graphs, enabling different methods to be evaluated under the same representation, reference set, and metric panel.

Guo Chen, Ziwen Li, Reed Li et al. · 0 citations

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