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Qiaosheng Chen

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#artificial intelligence Preprint Oct 2026

From Intent to Improvement: Agentic Dataset Search for Better Model Training

Finding training data in million-scale machine learning repositories is a Web search problem where text relevance is not enough. A query couples a semantic training goal with constraints such as task, license, and training stage, and the metadata that would verify them are often missing. Text retrieval ranks dataset ca...

Qiao-Sheng Chen, Kai Huang, Fan-Qi Zhou et al. · 0 citations

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 Framework...

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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