The recent release of ChatGPT has garnered widespread recognition for its exceptional ability to generate human-like responses in dialogue. Given its usage by users from various nations and its training on a vast multilingual corpus that incorporates diverse cultural and societal norms, it is crucial to evaluate its effectiveness in cultural adaptation. In this paper, we investigate the underlying cultural background of ChatGPT by analyzing its responses to questions designed to quantify human cultural differences. Our findings suggest that, when prompted with American context, ChatGPT exhibits a strong alignment with American culture, but it adapts less effectively to other cultural contexts. Furthermore, by using different prompts to probe the model, we show that English prompts reduce the variance in model responses, flattening out cultural differences and biasing them towards American culture. This study provides valuable insights into the cultural implications of ChatGPT and highlights the necessity of greater diversity and cultural awareness in language technologies.
翻译:最近,ChatGPT因其在对话中生成类似于人类回复的卓越能力而受到广泛认可。考虑到其被来自各个国家的用户使用以及其在包含不同文化和社会规范的广泛多语料库上进行的训练,评估其文化适应性的效果至关重要。在本文中,我们通过分析ChatGPT对旨在量化人类文化差异的问题的回答,调查其潜在的文化背景。我们的研究结果表明,在美国背景下引导下,ChatGPT与美国文化具有较强的一致性,但在适应其他文化背景方面效果较差。此外,通过使用不同的提示来探测模型,我们表明英文提示减少了模型回应的差异,使文化差异变得平坦,并偏向于美国文化。本研究提供了有关ChatGPT文化含义的宝贵见解,并强调了语言技术中更大的多样性和文化意识的必要性。