论文标题

O(n^2)中的基于跨度嵌套的命名 - 实体识别的动态编程算法

A dynamic programming algorithm for span-based nested named-entity recognition in O(n^2)

论文作者

Corro, Caio

论文摘要

基于跨度的嵌套命名 - 实体识别(NER)具有CYK算法的变体具有立方时复杂性。我们表明,通过在搜索空间上添加补充结构约束,嵌套的NER具有二次时复杂性,与非巢状况相同的渐近复杂性。提出的算法涵盖了三个标准英语基准的很大一部分,并提供了可比的实验结果。

Span-based nested named-entity recognition (NER) has a cubic-time complexity using a variant of the CYK algorithm. We show that by adding a supplementary structural constraint on the search space, nested NER has a quadratic-time complexity, that is the same asymptotic complexity than the non-nested case. The proposed algorithm covers a large part of three standard English benchmarks and delivers comparable experimental results.

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