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Dynamic Programming for Higher Order Parsing of Gap-Minding Trees

机译:间隔树的高阶解析的动态编程

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We introduce gap inheritance, a new structural property on trees, which provides a way to quantify the degree to which intervals of descendants can be nested. Based on this property, two new classes of trees are derived that provide a closer approximation to the set of plausible natural language dependency trees than some alternative classes of trees: unlike projective trees, a word can have descendants in more than one interval; unlike spanning trees, these intervals cannot be nested in arbitrary ways. The 1-Inherit class of trees has exactly the same empirical coverage of natural language sentences as the class of mildly non-projective trees, yet the optimal scoring tree can be found in an order of magnitude less time. Gap-minding trees (the second class) have the property that all edges into an interval of descendants come from the same node, and thus an algorithm which uses only single intervals can produce trees in which a node has descendants in multiple intervals.
机译:我们介绍了间隙继承,这是树上的一种新的结构属性,它提供了一种量化后代间隔可以嵌套的程度的方法。基于此属性,派生出了两类新的树,它们比某些其他类的树更接近于合理的自然语言依赖树集:与射影树不同,一个单词的后代可以有一个以上的间隔;与生成树不同,这些间隔不能以任意方式嵌套。树的1-Inherit类对自然语言句子的经验覆盖范围与轻度非投射树的类完全相同,但是最优评分树的查找时间要短得多。间隔树(第二类)具有以下特性:后代间隔中的所有边缘都来自同一节点,因此仅使用单个间隔的算法可以生成节点中后继体具有多个间隔的树。

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