Do Multi-Document Summarization Models <i>Synthesize</i>? by Jay DeYoung, Stephanie C. Martinez, Iain J. Marshall, Byron C. Wallace

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Query-Based Extractive Multi-Document Summarization Using Paraphrasing and Textual Entailment by Ali Naserasadi

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Enhancing Abstractive Multi-Document Summarization with Bert2Bert Model for Indonesian Language by Aldi Fahluzi Muharam, Yana Aditia Gerhana, Dian Sa'adillah Maylawati, Muhammad Ali Ramdhani, Titik Khawa Abdul Rahman

“…This study investigates the effectiveness of the proposed Bert2Bert and Bert2Bert+Xtreme models in improving abstract multi-document summarization for the Indonesian language. This study uses the transformer model as a basis for developing the proposed Bert2Bert and Bert2Bert+Xtreme models. …”
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A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization by Jiwei Li, Sujian Li

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BioMDSum: An Effective Hybrid Biomedical Multi-Document Summarization Method Based on PageRank and Longformer Encoder-Decoder by Azzedine Aftiss, Salima Lamsiyah, Said Ouatik El Alaoui, Christoph Schommer

Subjects: “…Biomedical multi-document summarization…”
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Integrating particle swarm optimization with backtracking search optimization feature extraction with two-dimensional convolutional neural network and attention-based stacked bidirectional long short-term memory classifier for effective single and multi-document summarization by Jyotirmayee Rautaray, Sangram Panigrahi, Ajit Kumar Nayak

“…Single-document summarization (SDS) targets on single document, whereas multi-document summarization (MDS) combines information from several sources, posing a greater challenge for researchers to create precise summaries. …”
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