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Comparison of Text Forum Summarization Depending on Query Type for Text Forums

机译:文本论坛摘要的比较根据文本论坛查询类型

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Various approaches are developed for evaluation of query-oriented text summarization. However, for text forums this procedure is not well-defined, and standard approaches are not suitable. Evaluation of query-oriented text summarization greatly depends on the query type. We compare two typical scenarios of search of professionally significant information on Internet forums. Our subject of interest is the similarities and differences between relevance-oriented queries and usefulness-oriented queries. To compare these query types we have collected dataset, extracted textual, structural features and social graph features, constructed different ranking models, used suitable quality measure (NDCG), and applied feature selection techniques to investigate causes of differences. We have found out that these query types are very different by their nature, have weak correlation. Distinct model types and features should be used in order to create an efficient information retrieval system for each query type.
机译:开发了各种方法,用于评估查询的文本摘要。但是,对于文本论坛,此过程不明确定义,标准方法不合适。对查询的文本摘要评估大大取决于查询类型。我们比较两个关于互联网论坛专业重要信息的典型方案。我们感兴趣的主题是相关性查询与有用的疑问之间的相似之处和差异。为了比较这些查询类型,我们已经收集了数据集,提取了文本,结构特征和社交图特征,构建了不同的排名模型,使用了合适的质量测量(NDCG),并应用了特征选择技术来研究差异的原因。我们发现这些查询类型因其性质而异,相关性较弱。应使用不同的模型类型和功能,以便为每个查询类型创建有效的信息检索系统。

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