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Fanqi Zhou

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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
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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