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Shallow ensemble methods for LLMs include Rawlsian social welfare functions, utilitarian functions (Kwon et al. 2022), and weighted averaging (Jiang, Ren, and Lin 2023; Tyagi, Sarkar, and Gaur 2023; Tyagi et al. 2023).

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