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Multi-Document Summarization

12 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

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

Bridging the gap between extractive and abstractive summaries: Creation and evaluation of coherent extracts from heterogeneous sources

COLING 2016 AIPHES/DBS

Coherent extracts are a novel type of summary combining the advantages of manually created abstractive summaries, which are fluent but difficult to evaluate, and low-quality automatically created extractive summaries, which lack coherence and structure.

DOCUMENT SUMMARIZATION MULTI-DOCUMENT SUMMARIZATION

Fast Concept Mention Grouping for Concept Map-based Multi-Document Summarization

NAACL 2019 UKPLab/naacl2019-cmaps-lshcw

Concept map-based multi-document summarization has recently been proposed as a variant of the traditional summarization task with graph-structured summaries.

DOCUMENT SUMMARIZATION MULTI-DOCUMENT SUMMARIZATION