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Formal Semantics in the Real World

机译:现实世界中的形式语义学

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Formal methods for the analysis of the meaning of natural language expressions have long been restricted to the ivory tower built by semanticists, logicians, and philosophers of language. It is only in exceptional cases that these methods make their way straight into open-domain natural language processing tools. Recently, however, this situation has changed. Thanks to (ⅰ) the development of treebanks, i.e., large collections of texts annotated with syntactic structures, (ⅱ) robust statistical parsers trained on such treebanks, and (ⅲ) the development of large-scale semantic lexica such as WordNet [1], VerbNet [2], PropBank [3], and FrameNet [4], we now have witnessed the development of wide-coverage systems that are able to produce formal semantic representations for open-domain texts.
机译:长期以来,用于分析自然语言表达含义的形式方法一直仅限于由语言的语义学家,逻辑学家和哲学家建造的象牙塔。仅在特殊情况下,这些方法才直接进入开放域自然语言处理工具。但是,最近这种情况已经改变。得益于(the)树库的发展,即大量带有句法结构注释的文本的集合,(ⅱ)在此类树库上训练的健壮的统计解析器,以及(ⅲ)大规模语义词典的发展,例如WordNet [1] ,VerbNet [2],PropBank [3]和FrameNet [4],我们现在目睹了能够为开放域文本生成形式语义表示的广泛覆盖系统的发展。

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