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Qiaosheng Chen

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Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence

This survey reviews Multimodal Code Intelligence, covering systems that generate, edit, refine, or reason with code under visually grounded inputs and outputs and organizes benchmarks and methods into four domains: Graphical User Interface, Scientific Visualization, Structured Graphics, and Frontier Tasks and Frameworks.

Xuanle Zhao, Qiushi Sun, Jingyu Xiao et al. · 5 citations
Preprint Aug 2026

Agentic Instruction Data Selection: Let DataMaster Interpret Your Intent

Extensive experiments show that DataMaster outperforms static baselines in most settings and surpasses full-pool training in a substantial number of cases, and simplifies data curation and removes the burden of manual strategy design.

Fanqi Zhou, Qiaosheng Chen, Zixian Huang et al. · 0 citations

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