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SING: Synthetic Intention Graph for Scalable Active Tool Discovery in LLM Agents Permalink

Preprint, arXiv:2606.16591, 2026

An intention-aware framework for active tool discovery in large language model agents.

Recommended citation: Qiao Xiao, Haochen Shi, Yisen Gao, Wenbin Hu, Huihao Jing, Tianshi Zheng, Baixuan Xu, Ziheng Zhang, Weiqi Wang, Haoran Li, Jiaxin Bai, and Yangqiu Song. 2026. SING: Synthetic Intention Graph for Scalable Active Tool Discovery in LLM Agents. arXiv:2606.16591.
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AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction Permalink

Published in ACL 2026, 2026

Optimizing knowledge graph construction for downstream retrieval-augmented question answering with reinforcement learning.

Recommended citation: Hong Ting Tsang, Jiaxin Bai, Haoyu Huang, Qiao Xiao, Tianshi Zheng, Baixuan Xu, Shujie Liu, and Yangqiu Song. 2026. AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction. Proceedings of ACL 2026, 23351–23374.
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