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Author

Shilong Liu

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Preprint Aug 2026

Demystifying Agent Skills: Why They Work-Until They Don't

This work designs a contrastive study that combines controlled quantitative experiments with paired trajectory analysis and consolidates observations into a taxonomy of three high-level categories and twelve skill-use modes, showing that skills work when noisy trajectories become procedural anchors that stabilize execution.

Zhiyuan Jiang, Fan Huang, Hanwen Xing et al. · 0 citations
Book Open access Aug 2026

AgentsKG: A Hierarchical Multi-Agent Framework for Open-Domain Knowledge Graph Construction

Extensive experiments demonstrate that AgentsKG outperforms state-of-the-art training-free baselines in both extraction accuracy and structural quality, offering a robust approach to open-domain knowledge graph construction without additional training.

Shilong Liu, Yongqiang Liu, Jiye Liu et al. · 0 citations