检测回忆:人类评估者可以成功地评估他人记忆的真实性
Avi Gamoran1, Lilach Lieberman2,3, Michael Gilead4,5
1Department of Psychology, Ben-Gurion University of the Negev, Beer Sheva 8410501, Israel.
概括
人类可以通过分析他们的理由来准确地判断别人的记忆的真实性. 这种人类能力与机器学习性能相匹配,为记忆验证提供了洞察力.
科学领域:
- 认知心理学 认知心理学
- 人类的记忆 人类的记忆
- 机器学习 机器学习
背景情况:
- 人类拥有从别人的记忆中学习的适应能力.
- 评估被召回信息的真实性对于其可靠使用至关重要.
- 记忆证明中的语言线索可以区分真实与虚假的回忆.
研究的目的:
- 调查人类是否可以根据理由来区分真假记忆.
- 将人类在记忆真实性评估中的表现与机器学习模型进行比较.
- 探索帮助人类判断的理由的定性方面.
主要方法:
- 参与者评估了准确性的理由 (成功与错误报警).
- 试验对象评估了理由的品质:生动性,特异性和信心.
- 人类判断与机器学习分类器的性能进行了比较.
主要成果:
- 人类评价者成功地区分了真假记忆的真假记忆.
- 人类在识别记忆真实性的表现与机器学习器相当.
- 人类利用感知到的证明性质 (生动性,特异性,信心) 来决定他们的决定.
结论:
- 人类可以有效地使用语言证明来评估记忆的真实性,反映机器学习能力.
- 记忆证明的定性特征为人类的判断提供了比以前更丰富的信息.
- 这项研究突出了人机协作在内存验证任务中的潜力.
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