通过对人类有意识的人工智能加速科学
Jamshid Sourati1, James A Evans2,3
1Department of Sociology, University of Chicago, Chicago, IL, USA.
Nature human behaviour
|July 13, 2023
概括
人类意识的人工智能 (AI) 模型通过从人类专业知识中学习,显著改善科学发现预测. 这种方法加速了科学进步,并揭示了超越当前研究界限的新假设.
科学领域:
- 计算机科学 计算机科学
- 科学发现 科学发现 发现
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 模型传统上专注于研究内容,忽视人类科学家在发现中的关键作用.
- 现有的人工智能模型在预测未来的科学突破方面存在局限性,特别是当文献稀少时.
研究的目的:
- 开发和评估结合人类专业知识的AI模型,以便更好地预测科学发现.
- 研究人类意识的人工智能对加速科学进步和产生新假设的影响.
主要方法:
- 训练有素的无监督的人工智能模型在模拟推理上反映人类专家认知.
- 将人类专业知识的分发纳入人工智能模型培训中,并与研究内容一起.
- 调整人工智能模型以识别超越传统研究方向的科学有希望的假设.
主要成果:
- 与仅使用研究内容的模型相比,人工智能对未来发现的预测提高了多达400%.
- 模型不仅成功地预测了发现,而且还预测了可能做出这些发现的人类科学家.
- 人类意识的人工智能产生了"外星人"假设,这些假设不太可能通过常规手段被发现.
结论:
- 将人类专业知识整合到人工智能模型中,大大提高了科学发现的预测能力.
- 人类意识的人工智能可以通过探测当前研究的盲点和产生新的假设来加速科学进步.
- 这种方法使人工智能超越仅仅分析数据,积极参与科学发现过程.
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