BriefGPT.xyz
Mar, 2023
神经网络能做算术吗?对当今深度学习模型基本数学技能的调查
Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models
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Alberto Testolin
TL;DR
本文回顾了近年来关于深度学习在数学领域的研究,认为当前即使是最先进的深度学习模型在面对简单的数学和算术任务时也表现出较大局限性。
Abstract
Creating learning models that can exhibit sophisticated reasoning skills is one of the greatest challenges in
deep learning
research, and
mathematics
is rapidly becoming one of the target domains for assessing sc
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