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Automatic Recognition of the Function of Singular Neuter Pronouns in Texts and Spoken Data

机译:文本和语音数据中奇异中子代词功能的自动识别

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We describe the results of unsupervised (clustering) and supervised (classification) learning experiments with the purpose of recognising the function of singular neuter pronouns in Danish corpora of written and spoken language. Danish singular neuter pronouns comprise personal and demonstrative pronouns. They are very frequent and have many functions such as non-referential, cataphoric, deictic and anaphoric. The antecedents of discourse anaphoric singular neuter pronouns can be nominal phrases of different gender and number, verbal phrases, adjectival phrases, clauses or discourse segments of different size and they can refer to individual and abstract entities. Danish neuter pronouns occur in more constructions and have different distributions than the corresponding English pronouns it, this and that. The results of the classification experiments show a significant improvement of the performance with respect to the baseline in all types of data. The best results were obtained on text data, while the worst results were achieved on free-conversational, multi-party dialogues.
机译:我们描述了无监督(聚类)和有监督(分类)学习实验的结果,目的是识别丹麦书面语和口语语料库中奇异中性代词的功能。丹麦单数中性代词包括人称代词和指示代词。它们非常频繁,并具有许多功能,例如非指称,反身,指示性和隐喻性。话语照应性中性代词的前身可以是不同性别和数字的名词性短语,口头短语,形容词短语,从句或不同大小的语篇片段,它们可以指代个体和抽象实体。丹麦中性代词出现在更多的结构中,并且与相应的英语代词(此,该和那个)具有不同的分布。分类实验的结果表明,在所有类型的数据中,相对于基准而言,性能都有了显着改善。在文本数据上获得最佳结果,而在自由对话的多方对话中获得最差的结果。

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