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A Computationally Efficient System for High-Performance Multi-Document Summarization

机译:高性能多文件摘要的计算高效系统

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摘要

We propose and develop a simple and efficient algorithm for generating extractive multi-document summaries and show that this algorithm exhibits state-of-the-art or near state-of-the-art performance on two Document Understanding Conference datasets and two Text Analysis Conference datasets. Our results show that algorithms using simple features and computationally efficient methods are competitive with much more complex methods for multi-document summarization (MDS). Given these findings, we believe that our summarization algorithm can be used as a baseline in future MDS evaluations. Further, evidence shows that our system is near the upper limit of performance for extractive MDS.
机译:我们提出并开发了一种简单有效的算法,用于生成提取多文件摘要,并显示该算法在两个文档上展示了最先进的性能,了解会议数据集和两个文本分析会议数据集。我们的结果表明,使用简单功能和计算有效方法的算法具有竞争力,具有更复杂的多文件摘要(MDS)。鉴于这些调查结果,我们认为,我们的摘要算法可以用作未来MDS评估中的基线。此外,证据表明,我们的系统靠近提取MDS的性能的上限。

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