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University of Pittsburgh , USA
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Leveraging internal neuron activations, Neuron-OPSD achieves superior in-domain performance without the need for costly expert annotations.
Shifting the focus to internal neuron dynamics reveals that LLMs can be better adapted to specialized domains with fewer, more informative examples.