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Computational Analysis of Referring Expressions in Narratives of Picture Books

机译:叙事中叙事表达式的计算分析

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This paper discusses successes and failures of computational linguistics techniques in the study of how inter-event time intervals in a story affect the narrator's use of different types of referring expressions. The success story shows that a conditional frequency distribution analysis of proper nouns and pronouns yields results that are consistent with our previous results - based on manual coding - that the narrator's choice of referring expression depends on the amount of time that elapsed between events in a story. Unfortunately, the less successful story indicates that state-of-the-art coreference resolution systems fail to achieve high accuracy for this genre of discourse. Fine-grained analyses of these failures provide insight into the limitations of current coreference resolution systems, and ways of improving them.
机译:本文讨论了计算语言学技术的成功和失败研究故事中的帧间事后时间间隔如何影响叙述者对不同类型的引用表达式的使用情况。成功故事表明,适当名词和代词的条件频率分布分析产生与我们以前的结果一致的结果 - 基于手动编码 - 叙述者选择参考表达的选择取决于故事中事件之间过去的时间。不幸的是,较不成功的故事表明,最先进的练习号码系统未能为这种话语类型实现高精度。这些故障的细粒度分析提供了对当前练习型解决方案系统的局限性的洞察力,以及改善它们的方法。

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