BriefGPT.xyz
May, 2024
深度学习模型在捕捉人类概念方面表现如何?以典型性效应为例
How Well Do Deep Learning Models Capture Human Concepts? The Case of the Typicality Effect
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Siddhartha K. Vemuri, Raj Sanjay Shah, Sashank Varma
TL;DR
深度学习模型中的表示学习结果与人类的表示学习有很大的一致性,并且综合语言和视觉模型能够更准确地预测人类典型性判断。
Abstract
How well do
representations
learned by ML models align with those of humans? Here, we consider concept
representations
learned by deep learning models and evaluate whether they show a fundamental behavioral signa
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