Recent advances in document summarization

J Yao, X Wan, J **ao - Knowledge and Information Systems, 2017 - Springer
The task of automatic document summarization aims at generating short summaries for
originally long documents. A good summary should cover the most important information of …

Recent automatic text summarization techniques: a survey

M Gambhir, V Gupta - Artificial Intelligence Review, 2017 - Springer
As information is available in abundance for every topic on internet, condensing the
important information in the form of summary would benefit a number of users. Hence, there …

Toward abstractive summarization using semantic representations

F Liu, J Flanigan, S Thomson, N Sadeh… - arxiv preprint arxiv …, 2018 - arxiv.org
We present a novel abstractive summarization framework that draws on the recent
development of a treebank for the Abstract Meaning Representation (AMR). In this …

A comparative study of summarization algorithms applied to legal case judgments

P Bhattacharya, K Hiware, S Rajgaria, N Pochhi… - Advances in Information …, 2019 - Springer
Summarization of legal case judgments is an important problem because the huge length
and complexity of such documents make them difficult to read as a whole. Many …

Ensemble methods for improving extractive summarization of legal case judgements

A Deroy, K Ghosh, S Ghosh - Artificial Intelligence and Law, 2024 - Springer
Summarization of legal case judgement documents is a practical and challenging problem,
for which many summarization algorithms of different varieties have been tried. In this work …

Learning-based single-document summarization with compression and anaphoricity constraints

G Durrett, T Berg-Kirkpatrick, D Klein - arxiv preprint arxiv:1603.08887, 2016 - arxiv.org
We present a discriminative model for single-document summarization that integrally
combines compression and anaphoricity constraints. Our model selects textual units to …

Sumblr: continuous summarization of evolving tweet streams

L Shou, Z Wang, K Chen, G Chen - … of the 36th international ACM SIGIR …, 2013 - dl.acm.org
With the explosive growth of microblogging services, short-text messages (also known as
tweets) are being created and shared at an unprecedented rate. Tweets in its raw form can …

A simple theoretical model of importance for summarization

M Peyrard - arxiv preprint arxiv:1801.08991, 2018 - arxiv.org
Research on summarization has mainly been driven by empirical approaches, crafting
systems to perform well on standard datasets with the notion of information Importance …

Ectsum: A new benchmark dataset for bullet point summarization of long earnings call transcripts

R Mukherjee, A Bohra, A Banerjee, S Sharma… - arxiv preprint arxiv …, 2022 - arxiv.org
Despite tremendous progress in automatic summarization, state-of-the-art methods are
predominantly trained to excel in summarizing short newswire articles, or documents with …

Unsupervised query-focused multi-document summarization using the cross entropy method

G Feigenblat, H Roitman, O Boni… - Proceedings of the 40th …, 2017 - dl.acm.org
We present a novel unsupervised query-focused multi-document summarization approach.
To this end, we generate a summary by extracting a subset of sentences using the Cross …