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Multi-Document Summarization

15 papers with code · Natural Language Processing
Subtask of Text Summarization

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Greatest papers with code

Generating Wikipedia by Summarizing Long Sequences

ICLR 2018 tensorflow/tensor2tensor

We show that generating English Wikipedia articles can be approached as a multi- document summarization of source documents.

DOCUMENT SUMMARIZATION MULTI-DOCUMENT SUMMARIZATION

Scoring Sentence Singletons and Pairs for Abstractive Summarization

ACL 2019 ucfnlp/summarization-sing-pair-mix

There is thus a crucial gap between sentence selection and fusion to support summarizing by both compressing single sentences and fusing pairs.

ABSTRACTIVE TEXT SUMMARIZATION DOCUMENT SUMMARIZATION MULTI-DOCUMENT SUMMARIZATION SENTENCE FUSION

GameWikiSum: a Novel Large Multi-Document Summarization Dataset

LREC 2020 Diego999/GameWikiSum

In this paper, we propose GameWikiSum, a new domain-specific dataset for multi-document summarization, which is one hundred times larger than commonly used datasets, and in another domain than news.

DOCUMENT SUMMARIZATION MULTI-DOCUMENT SUMMARIZATION

A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm Intelligence

COLING 2016 UKPLab/coling2016-genetic-swarm-MDS

Extracting summaries via integer linear programming and submodularity are popular and successful techniques in extractive multi-document summarization.

DOCUMENT SUMMARIZATION MULTI-DOCUMENT SUMMARIZATION