Prompt-only LLMs give basic but transferable NILM state detection (F1 0.44-0.61, below deep learning's 0.73-0.88) with readable explanations and zero retraining.
A regression approach to single-channel speech separation via high-resolution deep neural networks
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Prompting Large Language Models for Training-Free Non-Intrusive Load Monitoring
Prompt-only LLMs give basic but transferable NILM state detection (F1 0.44-0.61, below deep learning's 0.73-0.88) with readable explanations and zero retraining.