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AI AI Bias: Large Language Models Favor Their Own Generated Content

9 July 2024
Walter Laurito
Benjamin Davis
Peli Grietzer
T. Gavenčiak
Ada Böhm
Jan Kulveit
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Abstract

Are large language models (LLMs) biased towards text generated by LLMs over text authored by humans, leading to possible anti-human bias? Utilizing a classical experimental design inspired by employment discrimination studies, we tested widely-used LLMs, including GPT-3.5 and GPT4, in binary-choice scenarios. These involved LLM-based agents selecting between products and academic papers described either by humans or LLMs under identical conditions. Our results show a consistent tendency for LLM-based AIs to prefer LLM-generated content. This suggests the possibility of AI systems implicitly discriminating against humans, giving AI agents an unfair advantage.

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