Cross-Lingual Abstractive Summarization

9 papers with code • 5 benchmarks • 3 datasets

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Most implemented papers

The Cross-lingual Conversation Summarization Challenge

krystalan/clidsum 1 May 2022

We propose the shared task of cross-lingual conversation summarization, \emph{ConvSumX Challenge}, opening new avenues for researchers to investigate solutions that integrate conversation summarization and machine translation.

WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarization

esdurmus/Wikilingua Findings of the Association for Computational Linguistics 2020

As a set of baselines for further studies, we evaluate the performance of existing cross-lingual abstractive summarization methods on our dataset.

Cross-Lingual Abstractive Summarization with Limited Parallel Resources

WoodenWhite/MCLAS ACL 2021

Employing one unified decoder to generate the sequential concatenation of monolingual and cross-lingual summaries, MCLAS makes the monolingual summarization task a prerequisite of the cross-lingual summarization (CLS) task.

Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation

ghchen18/acl22-sixtp 16 Oct 2021

When applied to zero-shot cross-lingual abstractive summarization, it produces an average performance gain of 12. 3 ROUGE-L over mBART-ft. We conduct detailed analyses to understand the key ingredients of SixT+, including multilinguality of the auxiliary parallel data, positional disentangled encoder, and the cross-lingual transferability of its encoder.

CrossSum: Beyond English-Centric Cross-Lingual Summarization for 1,500+ Language Pairs

csebuetnlp/crosssum 16 Dec 2021

LaSE is strongly correlated with ROUGE and, unlike ROUGE, can be reliably measured even in the absence of references in the target language.

WikiMulti: a Corpus for Cross-Lingual Summarization

tikhonovpavel/wikimulti 23 Apr 2022

Cross-lingual summarization (CLS) is the task to produce a summary in one particular language for a source document in a different language.

XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource Languages

DhavalTaunk08/XWikiGen 22 Mar 2023

But, for low-resource languages, the scarcity of reference articles makes monolingual summarization ineffective in solving this problem.

PMIndiaSum: Multilingual and Cross-lingual Headline Summarization for Languages in India

ashokurlana/pmindiasum 15 May 2023

This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India.