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Playing ficles and running with the corbons: What (multimodal) distributional semantic models learn during their childhood

机译:玩钢酒和与Corbons一起运行:哪些(多模式)分布语义模型在童年时学习

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Distributional semantic methods have some a priori appeal as models of human meaning acquisition, because they induce word representations from contextual distributions naturally occurring in corpus data without need for supervision. However, learning the meaning of a (concrete) word also involves establishing a link between the word and its typical visual referents, which is beyond the scope of classic, text-based distributional semantics. Since recently several proposals have been put forward about how to induce multimodal word representations from linguistic and visual contexts, it is natural to ask if this line of work, besides its practical implications, can help us to develop more realistic, grounded models of human word learning within the distributional semantics framework.
机译:分布语义方法具有一些先验的吸引力作为人类意义采集的模型,因为它们诱导来自语料库数据中的语境分布的词语表示,而无需监督。然而,学习(具体)单词的含义还涉及在Word和其典型的视觉引用之间建立链接,这超出了基于经典文本的分布语义的范围。自从最近提出了几个提案,提出了如何从语言和视觉上下文中诱导多式式词语表示,这是询问这一工作的自然,除了其实际意义,可以帮助我们开发更现实的人类联系方式在分布语义框架内学习。

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