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arXiv preprint arXiv:2502.14050 , year=

Diversity-driven data selection for language model tuning through sparse autoencoder , author= · arXiv 2502.14050

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Neuron-Aware Active Few-Shot Learning for LLMs

cs.LG · 2026-07-02 · unverdicted · novelty 5.0

NeuFS selects active few-shot samples for LLMs by representing samples via neuron activation patterns and applying a dual-criteria strategy of diversity and neuron consensus to identify informative examples.

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  • Neuron-Aware Active Few-Shot Learning for LLMs cs.LG · 2026-07-02 · unverdicted · none · ref 37

    NeuFS selects active few-shot samples for LLMs by representing samples via neuron activation patterns and applying a dual-criteria strategy of diversity and neuron consensus to identify informative examples.