1672-8505

CN 51-1675/C

人工智能赋能人文社会科学研究方法变革

The Transformation of Research Methods in the Humanities and Social Sciences Empowered by Artificial Intelligence

  • 摘要: 以AlphaFold和ChatGPT为代表的人工智能,正在改变整个人类社会,驱动科学研究也驱动人文社会科学研究新范式的形成。“人工智能驱动的人文社会科学研究(AI4SS)”又称人文社科研究第五范式。与分别基于实验、基于理论、基于仿真、基于数据驱动的科学研究第一、二、三、四范式不同,人文社科研究第五范式具有AI全学科全过程赋能人文社会科学研究、机器涌现的智能成为人文社会科学研究的组成部分、利用AI概率统计模型解决社会科学研究中的组合爆炸问题、AI为人文社会科学研究构筑多节点的复杂网络、AI虚拟现实促进人文社会科学理论研究与实践结合以及以大模型为特征的科研大平台成为人文社会科学研究的必需等六大特点。AI4SS引发人文社会科学领域的革命,在人文社会科学研究中全面驱动选题与学术史梳理、假设生成及假设论证的方法变革。为加快推进AI赋能人文社会科学研究方法变革,加快面向其研究的开源开放大模型建设是必需的。

     

    Abstract: Artificial intelligence, exemplified by tools like AlphaFold and ChatGPT, is transforming society and driving the emergence of new research paradigms, including in the humanities and social sciences."AI-driven Research in the Humanities and Social Sciences" (AI4SS) is recognized as the fifth paradigm in these fields. Unlike the previous four paradigms of scientific research—based on experimentation, theory, simulation, and data-driven approaches, respectively—the fifth paradigm in the humanities and social sciences is defined by six key features: (1) AI empowers the entire research process across all disciplines; (2) machine-generated intelligence is becoming an integral component of humanities and social science research; (3) AI-powered probabilistic models help address the problem of combinatorial explosion in social science research; (4) AI constructs complex, multi-node networks to advance research in these fields; (5) AI-driven virtual reality fosters the integration of theory and practice in humanities and social sciences; and (6) large-scale, model-based research platforms have become essential for humanities and social science research. AI4SS is sparking a revolution, fundamentally reshaping research methodologies related to topic selection, academic history review, hypothesis generation, and hypothesis testing. To accelerate this transformation, it is critical to advance the development of open-source, large-scale models specifically designed for these disciplines.

     

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