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D visual features, we introduce a plug-and-play Cross-View, Hanhui Li, Xuan Huang, Wanquan Liu, Xiaodan Liang, Chenqiang Gao are with the School of Intelligent Systems Engineering, Shenzhen Campus of Sun Yat-sen University, P.R. China, 518107. Yuhao Cheng, Long Chen, and Yiqiang Yan are with the Lenovo Research Group, Shenzhen, P.R. China, 518038.∗ Hanhui Li and Xuan Huang contribute equally.† Chenqiang Gao is the corresponding author
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FunReason-MT is presented, a novel data synthesis framework for real-world multi-turn tool use that resolves the complexity barrier in multi-turn FC data by employing 1) Environment-API Graph Interactions to gather varied high-quality trajectories, 2) Advanced Tool-Query Synthesis to simplify hard query construction, and 3) Guided Iterative Chain for sophisticated CoT generation.
Forget random sampling – this framework crafts targeted, multi-turn function-calling data that catapults smaller LLMs to state-of-the-art performance.
