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few-shot learning

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  1. Neuron-Aware Active Few-Shot Learning for LLMs

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    The paper introduces a new method called NeuFS for Active Few-Shot Learning (AFSL) in Language Models (LLMs). Instead of relying on output-level signals to identify valuable unlabeled samples, it focuses on the…