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• W2947777534 abstract "The most important obstacles facing multi-document summarization include excessive redundancy in source descriptions and the looming shortage of training data. These obstacles prevent encoder-decoder models from being used directly, but optimization-based methods such as determinantal point processes (DPPs) are known to handle them well. In this paper we seek to strengthen a DPP-based method for extractive multi-document summarization by presenting a novel similarity measure inspired by capsule networks. The approach measures redundancy between a pair of sentences based on surface form and semantic information. We show that our DPP system with improved similarity measure performs competitively, outperforming strong summarization baselines on benchmark datasets. Our findings are particularly meaningful for summarizing documents created by multiple authors containing redundant yet lexically diverse expressions." @default.
• W2947777534 created "2019-06-07" @default.
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• W2947777534 date "2019-05-31" @default.
• W2947777534 modified "2023-09-24" @default.
• W2947777534 title "Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization" @default.
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• W2947777534 doi "https://doi.org/10.48550/arxiv.1906.00072" @default.
• W2947777534 hasPublicationYear "2019" @default.
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