Abstract: Highlights•Propose a data selection method to dynamically determine the subset ratio.•Study the role of intelligent data subset ratios.•Orthogonalize existing subset selection methods.•Two novel modules are used to narrow the data search.•Enable more efficient and sustainable AI development.
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