Papers Unsupervised Text Summarization
“Unsupervised Text Summarization” 태그가 달린 논문 8편 · 필터 해제
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization Model
In this era where a large amount of information has flooded the Internet, manual extraction and consumption of relevant information is very difficult and time-consuming. Therefore, an automated document summarization too…
ClusteringDocument Summarizationdocument understandingExtractive Text Summarization+4CovSumm: an unsupervised transformer-cum-graph-based hybrid document summarization model for CORD-19
The number of research articles published on COVID-19 has dramatically increased since the outbreak of the pandemic in November 2019. This absurd rate of productivity in research articles leads to information overload. I…
ArticlesDocument SummarizationExtractive Text SummarizationText Summarization+1Unsupervised Text Summarization of Long Documents using Dependency-based Noun Phrases and Contextual Order Arrangement
Unsupervised extractive summarization has recently gained importance since it does not require labeled data. Among unsupervised methods, graph-based approaches have achieved outstanding results. These methods represent e…
Extractive SummarizationSemantic SimilaritySemantic Textual SimilaritySentence+3RésumeSVD : Un outil efficace et performant pour le résumé de texte non supervisé (RésumeSVD : An efficient and effective tool for unsupervised text summarization )
Cet article présente une nouvelle méthode, RésumeSVD, pour le résumé automatique extractif non supervisé. Cette méthode est fondée sur la décomposition en valeurs singulières afin de réduire la dimensionnalité des plonge…
ArticlesText SummarizationUnsupervised Text SummarizationNeural Abstractive Unsupervised Summarization of Online News Discussions
Summarization has usually relied on gold standard summaries to train extractive or abstractive models. Social media brings a hurdle to summarization techniques since it requires addressing a multi-document multi-author a…
Abstractive Text SummarizationUnsupervised Text SummarizationMonash-Summ@LongSumm 20 SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline
The Scholarly Document Processing (SDP) workshop is to encourage more efforts on natural language understanding of scientific task. It contains three shared tasks and we participate in the LongSumm shared task. In this p…
Graph Clusteringgraph constructionLanguage ModelingLanguage Modelling+4SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline
The Scholarly Document Processing (SDP) workshop is to encourage more efforts on natural language understanding of scientific task. It contains three shared tasks and we participate in the LongSumm shared task. In this p…
ClusteringGraph Clusteringgraph constructionLanguage Modeling+5Unsupervised Text Summarization via Mixed Model Back-Translation
Back-translation based approaches have recently lead to significant progress in unsupervised sequence-to-sequence tasks such as machine translation or style transfer. In this work, we extend the paradigm to the problem o…
Machine TranslationSentenceSentence SummarizationStyle Transfer+4