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Aligning the Query Space: Greedy Information Projection for Language Model Data Selection

Dong, Victor Ye et al.
arXiv (All) · Papers
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computation-and-languagemachine-learning
Data selection for language models is often framed as balancing example quality and diversity. We argue that both are consequences of a more fundamental principle: selected examples should preserve the downstream query space induced by instructions, task signals, or retrieval needs. We present Greed
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