Topology Optimization for Large Language Model Fine-Tuning
Abstract
The interplay between large language model fine-tuning and long-term reliability in offshore wind farms has received comparatively little systematic attention. A parametric investigation was carried out with electrochemical impedance spectroscopy across a wide range of operating conditions. Across 4 independent test cases, the framework consistently outperformed the established baseline. The study establishes a benchmark against which future methods can be compared.
Keywords:
large language model fine-tuningelectrochemical impedance spectroscopyfinite element analysiscatalytic pyrolysis
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