Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models. - Runxuan Liu; Xianhao Ou; Xinyan Ma; Jiyuan Wang; Jiafeng Liang; Jiaqi Li 004; Tao He 014; Zheng Chu; Rongchuan Mu; Zekun Wang 001; Baoxin Wang; Dayong Wu; et al. (ACL (1), 2026)

Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models. - Runxuan Liu; Xianhao Ou; Xinyan Ma; Jiyuan Wang; Jiafeng Liang; Jiaqi Li 004; Tao He 014; Zheng Chu; Rongchuan Mu; Zekun Wang 001; Baoxin Wang; Dayong Wu; et al. (CoRR, 2026)

The Evolution of Tool Use in LLM Agents: From Single-Tool Call to Multi-Tool Orchestration. - Haoyuan Xu; Chang Li; Xinyan Ma; Xianhao Ou; Zihan Zhang; Tao He 014; Xiangyu Liu; Zixiang Wang; Jiafeng Liang; Zheng Chu; Runxuan Liu; Rongchuan Mu; et al. (CoRR, 2026)

Schema-Aware Planning and Hybrid Knowledge Toolset for Reliable Knowledge Graph Triple Verification. - Xinyan Ma; Xianhao Ou; Weihao Zhang; Shixin Jiang; Runxuan Liu; Dandan Tu; Lei Chen 072; Ming Liu 004; Bing Qin 001 (CoRR, 2026)