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An analysis of ambiguity in word sense annotations

机译:词义注释中的歧义分析

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Word sense annotation is a challenging task where annotators distinguish which meaning of a word is present in a given context. In some contexts, a word usage may elicit multiple interpretations, resulting either in annotators disagreeing or in allowing the usage to be annotated with multiple senses. While some works have allowed the latter, the extent to which multiple sense annotations are needed has not been assessed. The present work analyzes a dataset of instances annotated with multiple WordNet senses to assess the causes of the multiple interpretations and their relative frequencies, along with the effect of the multiple senses on the contextual interpretation. We show that contextual underspecification is the primary cause of multiple interpretations but that syllepsis still accounts for more than a third of the cases. In addition, we show that sense coarsening can only partially remove the need for labeling instances with multiple senses and we provide suggestions for how future sense annotation guidelines might be developed to account for this need.
机译:Word Sense注释是一个具有挑战性的任务,其中注释器区分了在给定的上下文中存在哪个词的含义。在某些情况下,使用单词使用可能引出多个解释,从而在注释器中不同意或允许用多种感测量注释使用。虽然有些作品允许后者,但尚未评估需要多种感觉注释的程度。本工作分析了使用多个Wordnet感官注释的实例数据集,以评估多种解释和其相对频率的原因,以及多种感官对上下文解释的影响。我们表明上下文缺点是多重解释的主要原因,但Syllepsis仍占其中三分之一的案件。此外,我们表明感觉粗化只能部分地消除具有多种感官的标记实例的需要,我们提供了如何开发未来侦听指南的建议,以便为此需求进行解释。

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