[HTML][HTML] Review of automatic text summarization techniques & methods

AP Widyassari, S Rustad, GF Shidik… - Journal of King Saud …, 2022‏ - Elsevier
Text summarization automatically produces a summary containing important sentences and
includes all relevant important information from the original document. One of the main …

Unsupervised opinion summarization as copycat-review generation

A Bražinskas, M Lapata, I Titov - arxiv preprint arxiv:1911.02247, 2019‏ - arxiv.org
Opinion summarization is the task of automatically creating summaries that reflect subjective
information expressed in multiple documents, such as product reviews. While the majority of …

Benchmarking large language models for news summarization

T Zhang, F Ladhak, E Durmus, P Liang… - Transactions of the …, 2024‏ - direct.mit.edu
Large language models (LLMs) have shown promise for automatic summarization but the
reasons behind their successes are poorly understood. By conducting a human evaluation …

Multi-news: A large-scale multi-document summarization dataset and abstractive hierarchical model

AR Fabbri, I Li, T She, S Li, DR Radev - arxiv preprint arxiv:1906.01749, 2019‏ - arxiv.org
Automatic generation of summaries from multiple news articles is a valuable tool as the
number of online publications grows rapidly. Single document summarization (SDS) …

Annotating and modeling fine-grained factuality in summarization

T Goyal, G Durrett - arxiv preprint arxiv:2104.04302, 2021‏ - arxiv.org
Recent pre-trained abstractive summarization systems have started to achieve credible
performance, but a major barrier to their use in practice is their propensity to output …

Adapting the neural encoder-decoder framework from single to multi-document summarization

L Lebanoff, K Song, F Liu - arxiv preprint arxiv:1808.06218, 2018‏ - arxiv.org
Generating a text abstract from a set of documents remains a challenging task. The neural
encoder-decoder framework has recently been exploited to summarize single documents …

[PDF][PDF] Introduction to the special issue on summarization

D Radev, E Hovy, K McKeown - Computational linguistics, 2002‏ - aclanthology.org
As the amount of on-line information increases, systems that can automatically summarize
one or more documents become increasingly desirable. Recent research has investigated …

Automatic summarization

I Mani - 2001‏ - torrossa.com
When I planned this book in 1999, it was intended to be a survey of current work in text
summarization. The survey would discuss various efforts in the context of a framework for …

Summarizing scientific articles: experiments with relevance and rhetorical status

S Teufel, M Moens - Computational linguistics, 2002‏ - direct.mit.edu
In this article we propose a strategy for the summarization of scientific articles that
concentrates on the rhetorical status of statements in an article: Material for summaries is …

A survey automatic text summarization

O Tas, F Kiyani - PressAcademia Procedia, 2007‏ - dergipark.org.tr
Text summarization is compress the source text into a diminished version conserving its
information content and overall meaning. Because of the great amount of the information we …