Abstractive summarization: An overview of the state of the art

S Gupta, SK Gupta - Expert Systems with Applications, 2019 - Elsevier
Summarization, is to reduce the size of the document while preserving the meaning, is one
of the most researched areas among the Natural Language Processing (NLP) community …

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 …

WikiLingua: A new benchmark dataset for cross-lingual abstractive summarization

F Ladhak, E Durmus, C Cardie, K McKeown - arxiv preprint arxiv …, 2020 - arxiv.org
We introduce WikiLingua, a large-scale, multilingual dataset for the evaluation of
crosslingual abstractive summarization systems. We extract article and summary pairs in 18 …

A survey on cross-lingual summarization

J Wang, F Meng, D Zheng, Y Liang, Z Li… - Transactions of the …, 2022 - direct.mit.edu
Cross-lingual summarization is the task of generating a summary in one language (eg,
English) for the given document (s) in a different language (eg, Chinese). Under the …

[BOOK][B] Text data mining

C Zong, R **a, J Zhang - 2021 - Springer
With the rapid development and popularization of Internet and mobile communication
technologies, text data mining has attracted much attention. In particular, with the wide use …

NCLS: Neural cross-lingual summarization

J Zhu, Q Wang, Y Wang, Y Zhou, J Zhang… - arxiv preprint arxiv …, 2019 - arxiv.org
Cross-lingual summarization (CLS) is the task to produce a summary in one particular
language for a source document in a different language. Existing methods simply divide this …

A variational hierarchical model for neural cross-lingual summarization

Y Liang, F Meng, C Zhou, J Xu, Y Chen, J Su… - arxiv preprint arxiv …, 2022 - arxiv.org
The goal of the cross-lingual summarization (CLS) is to convert a document in one language
(eg, English) to a summary in another one (eg, Chinese). Essentially, the CLS task is the …

Clidsum: A benchmark dataset for cross-lingual dialogue summarization

J Wang, F Meng, Z Lu, D Zheng, Z Li, J Qu… - arxiv preprint arxiv …, 2022 - arxiv.org
We present ClidSum, a benchmark dataset for building cross-lingual summarization systems
on dialogue documents. It consists of 67k+ dialogue documents from two subsets (ie …

Ensure the correctness of the summary: Incorporate entailment knowledge into abstractive sentence summarization

H Li, J Zhu, J Zhang, C Zong - Proceedings of the 27th …, 2018 - aclanthology.org
In this paper, we investigate the sentence summarization task that produces a summary from
a source sentence. Neural sequence-to-sequence models have gained considerable …

Improving neural cross-lingual abstractive summarization via employing optimal transport distance for knowledge distillation

TT Nguyen, AT Luu - Proceedings of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
Current state-of-the-art cross-lingual summarization models employ multi-task learning
paradigm, which works on a shared vocabulary module and relies on the self-attention …