LLMs grasp morality in concept

November 04, 2023 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Mark Pock, Andre Ye, Jared Moore arXiv ID 2311.02294 Category cs.CL: Computation & Language Cross-listed cs.CY Citations 2 Venue arXiv.org Last Checked 5 months ago
Abstract
Work in AI ethics and fairness has made much progress in regulating LLMs to reflect certain values, such as fairness, truth, and diversity. However, it has taken the problem of how LLMs might 'mean' anything at all for granted. Without addressing this, it is not clear what imbuing LLMs with such values even means. In response, we provide a general theory of meaning that extends beyond humans. We use this theory to explicate the precise nature of LLMs as meaning-agents. We suggest that the LLM, by virtue of its position as a meaning-agent, already grasps the constructions of human society (e.g. morality, gender, and race) in concept. Consequently, under certain ethical frameworks, currently popular methods for model alignment are limited at best and counterproductive at worst. Moreover, unaligned models may help us better develop our moral and social philosophy.
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