[PDF][PDF] An abstractive summarization technique with variable length keywords as per document diversity

MY Saeed, M Awais, M Younas, MA Shah… - Comput Mater …, 2021 - cdn.techscience.cn
… for each text paragraph as compared to the fixed-length PRK [22,27]. … abstractive and
extractive summarization with the actual text. Our proposed technique of abstractive summarization

Diversity driven attention model for query-based abstractive summarization

P Nema, M Khapra, A Laha, B Ravindran - arXiv preprint arXiv …, 2017 - arxiv.org
diverse context vectors at successive time steps. We evaluate our method in the context of
query based abstractive summarization … average length of the query, summary and documents

Neural sentence fusion for diversity driven abstractive multi-document summarization

TA Fuad, MT Nayeem, A Mahmud, Y Chali - Computer Speech & Language, 2019 - Elsevier
… , coverage, and diversity under a desired length limit. We conduct … Abstractive summarization
systems define the actual … to propose a new sentence abstraction technique (eg, syntactic …

A new graph-based extractive text summarization using keywords or topic modeling

RC Belwal, S Rai, A Gupta - Journal of Ambient Intelligence and …, 2021 - Springer
… a new graph-based summarization technique, which, besides … In the abstractive summarization,
the summary is generated, … length of the sentences is smaller than of the input document

[PDF][PDF] A survey of text summarization extractive techniques

V Gupta, GS Lehal - Journal of emerging technologies in web intelligence, 2010 - Citeseer
… into extractive and abstractive summarization. An extractive … should reflect the diverse topics
of the document while keeping … Sentences having keywords are of greater chances to be …

Neural abstractive text summarization with sequence-to-sequence models

T Shi, Y Keneshloo, N Ramakrishnan… - ACM Transactions on …, 2021 - dl.acm.org
… agents method for abstractive summarization, where they also … search algorithm and other
diverse beam decoding algorithms… (document length) of the original source document and the …

Document vector embedding based extractive text summarization system for Hindi and English text

R Rani, DK Lobiyal - Applied Intelligence, 2022 - Springer
… We calculate the redundancy and diversity of each sentence … The Doc2Vec [39] is a simple
technique to obtain semantic … of a sentence, we also consider the position and length metrics …

Investigating entropy for extractive document summarization

A Khurana, V Bhatnagar - Expert Systems with Applications, 2022 - Elsevier
… unsupervised techniques, existing approaches for document … of varying lengths (10%, 20%,
…, 100% of original document… and diversity in summary. The second method, proposed by …

Enhancing diversity, coverage and balance for summarization through structure learning

L Li, K Zhou, GR Xue, H Zha, Y Yu - Proceedings of the 18th international …, 2009 - dl.acm.org
… level is employed to denote the key words in the document. A … We prefer sentences with a
length located in a certain range. … the Latent Semantic Analysis technique and select the k most …

A new approach to unsupervised text summarization

T Nomoto, Y Matsumoto - Proceedings of the 24th annual international …, 2001 - dl.acm.org
Keywords … simulates its fulllength source in usual IR tasks such as document retrieval
and text … We could see how much the diversity component contributes to performance by …