相关实验视频
Updated: Jun 13, 2025

11:39
A Quantitative Fitness Analysis Workflow
Published on: August 13, 2012
14.5K
一个以人为中心的机器辅助假设生成工作流:评论银行家等人. (2024) 年,将在2024年
Alejandro Hermida Carrillo1, Clemens Stachl2, Sanaz Talaifar3
1Institute for Human Capital Management, Ludwig-Maximilians-Universität München.
The American psychologist
|September 16, 2024
概括
大型语言模型 (LLM) 可以帮助在社会心理学中产生假设. 以人为中心的工作流程,将研究人员的见解与LLM能力相结合,提供了比仅仅依赖AI更有效的方法.
科学领域:
- 人工智能的人工智能
- 社会心理学 社会心理学
- 科学方法科学方法学
背景情况:
- 大型语言模型 (LLM) 显示出革命性的科学假设生成的前景.
- 之前的研究探讨了使用GPT-3和GPT-4来产生社会心理学假设.
- 现有的方法可能会忽视人类和人工智能的关键局限性.
研究的目的:
- 提出一个以人为中心的工作流程,用于使用LLMs的假设生成.
- 解决当前人工智能驱动的假设生成方法的局限性.
- 将研究人员的内部和外部背景整合到过程中.
主要方法:
- 开发一个以人为中心的工作流程,用于产生假设.
- 研究人员和GPT-4之间的代参与过程.
- 专注于增强,而不是取代,研究人员的作用.
主要成果:
- 拟议的工作流程承认并利用人类和法学士的能力.
- 它结合了研究人员的价值观,目标和现有文献.
- 这种方法通过将人类洞察力与人工智能力量相结合来增强假设生成过程.
结论:
- 以人为中心的工作流对于有效的LLM辅助假设生成至关重要.
- 研究人员和人工智能之间的代协作优化了LLM在科学中的使用.
- 这种方法尊重和增强人类研究人员的独特贡献.
相关概念视频
The Availability Heuristic
5.9K
A heuristic is a general problem-solving framework (Tversky & Kahneman, 1974). You can think of these as mental shortcuts that are used to solve problems. Different types of heuristics are used in different types of situations, and the impulse to use a heuristic occurs when one of five conditions is met (Pratkanis, 1989):
5.9K
The Scientific Method
59.3K
Research is what makes the difference between facts and opinions. Facts are observable realities, and opinions are personal judgments, conclusions, or attitudes that may or may not be accurate. In the scientific community, facts can be established only using evidence collected through empirical research.
59.3K
In-vitro Mutagenesis
13.9K
To learn more about the function of a gene, researchers can observe what happens when the gene is inactivated or “knocked out,” by creating genetically engineered knockout animals. Knockout mice have been particularly useful as models for human diseases such as cancer, Parkinson’s disease, and diabetes.
13.9K
Humanistic Psychology
1.1K
Humanistic psychology emerged in the mid-20th century as a response to the deterministic and pessimistic nature of behaviorism and psychoanalysis. While behaviorism focused on observable behaviors influenced by the environment and psychoanalysis delved into unconscious motivations, both theories suggested that human actions lacked free will. In contrast, humanistic psychology offers a perspective that emphasizes the innate potential for goodness and growth within every individual.
This approach...
This approach...
1.1K
Non-equilibrium in the Cell
4.3K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.3K
Heuristics
81
Heuristics are problem-solving strategies that use mental shortcuts to simplify decision-making. Unlike algorithms, which must be followed precisely to achieve a correct result, heuristics offer a general problem-solving framework. They save time and energy but can sometimes lead to less rational decisions.
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
81

