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Related papers: Automatic Data Retrieval for Cross Lingual Summari…

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Cross-lingual summarization is the task of generating a summary in one language (e.g., English) for the given document(s) in a different language (e.g., Chinese). Under the globalization background, this task has attracted increasing…

Computation and Language · Computer Science 2022-08-31 Jiaan Wang , Fandong Meng , Duo Zheng , Yunlong Liang , Zhixu Li , Jianfeng Qu , Jie Zhou

We present a cross-lingual summarisation corpus with long documents in a source language associated with multi-sentence summaries in a target language. The corpus covers twelve language pairs and directions for four European languages,…

Computation and Language · Computer Science 2022-02-22 Laura Perez-Beltrachini , Mirella Lapata

Cross-lingual summarization aims to bridge language barriers by summarizing documents in different languages. However, ensuring semantic coherence across languages is an overlooked challenge and can be critical in several contexts. To fill…

Computation and Language · Computer Science 2024-10-02 Diogo Pernes , Gonçalo M. Correia , Afonso Mendes

We present CrossSum, a large-scale cross-lingual summarization dataset comprising 1.68 million article-summary samples in 1,500+ language pairs. We create CrossSum by aligning parallel articles written in different languages via…

Computation and Language · Computer Science 2023-05-29 Abhik Bhattacharjee , Tahmid Hasan , Wasi Uddin Ahmad , Yuan-Fang Li , Yong-Bin Kang , Rifat Shahriyar

Cross-lingual text summarization aims at generating a document summary in one language given input in another language. It is a practically important but under-explored task, primarily due to the dearth of available data. Existing methods…

Computation and Language · Computer Science 2020-06-30 Zi-Yi Dou , Sachin Kumar , Yulia Tsvetkov

We introduce the task of historical text summarisation, where documents in historical forms of a language are summarised in the corresponding modern language. This is a fundamentally important routine to historians and digital humanities…

Computation and Language · Computer Science 2022-01-25 Xutan Peng , Yi Zheng , Chenghua Lin , Advaith Siddharthan

In today's world, we follow news which is distributed globally. Significant events are reported by different sources and in different languages. In this work, we address the problem of tracking of events in a large multilingual stream.…

Information Retrieval · Computer Science 2015-12-23 Jan Rupnik , Andrej Muhic , Gregor Leban , Primoz Skraba , Blaz Fortuna , Marko Grobelnik

Cross-lingual science journalism generates popular science stories of scientific articles different from the source language for a non-expert audience. Hence, a cross-lingual popular summary must contain the salient content of the input…

Computation and Language · Computer Science 2023-04-05 Mehwish Fatima , Tim Kolber , Katja Markert , Michael Strube

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 task into two steps: summarization and translation, leading to…

Computation and Language · Computer Science 2019-09-04 Junnan Zhu , Qian Wang , Yining Wang , Yu Zhou , Jiajun Zhang , Shaonan Wang , Chengqing Zong

Cross-Language Text Summarization (CLTS) generates summaries in a language different from the language of the source documents. Recent methods use information from both languages to generate summaries with the most informative sentences.…

Computation and Language · Computer Science 2018-10-26 Elvys Linhares Pontes , Stéphane Huet , Juan-Manuel Torres-Moreno

Cross-lingual Summarization (CLS) aims at producing a summary in the target language for an article in the source language. Traditional solutions employ a two-step approach, i.e. translate then summarize or summarize then translate.…

Computation and Language · Computer Science 2020-10-20 Ruochen Xu , Chenguang Zhu , Yu Shi , Michael Zeng , Xuedong Huang

This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India. Our corpus provides a training and testing ground for four language families, 14 languages, and the largest to date…

Computation and Language · Computer Science 2023-10-23 Ashok Urlana , Pinzhen Chen , Zheng Zhao , Shay B. Cohen , Manish Shrivastava , Barry Haddow

We introduce WikiLingua, a large-scale, multilingual dataset for the evaluation of crosslingual abstractive summarization systems. We extract article and summary pairs in 18 languages from WikiHow, a high quality, collaborative resource of…

Computation and Language · Computer Science 2020-10-08 Faisal Ladhak , Esin Durmus , Claire Cardie , Kathleen McKeown

Automatic summarization of legal case judgments is a practically important problem that has attracted substantial research efforts in many countries. In the context of the Indian judiciary, there is an additional complexity -- Indian legal…

Computation and Language · Computer Science 2023-10-31 Debtanu Datta , Shubham Soni , Rajdeep Mukherjee , Saptarshi Ghosh

Cross-lingual summarization consists of generating a summary in one language given an input document in a different language, allowing for the dissemination of relevant content across speakers of other languages. The task is challenging…

Computation and Language · Computer Science 2024-02-01 Fantine Huot , Joshua Maynez , Chris Alberti , Reinald Kim Amplayo , Priyanka Agrawal , Constanza Fierro , Shashi Narayan , Mirella Lapata

Recent advances in large language models (LLMs) have led to new summarization strategies, offering an extensive toolkit for extracting important information. However, these approaches are frequently limited by their reliance on isolated…

Artificial Intelligence · Computer Science 2024-06-21 Pranav Janjani , Mayank Palan , Sarvesh Shirude , Ninad Shegokar , Sunny Kumar , Faruk Kazi

We construct Global Voices, a multilingual dataset for evaluating cross-lingual summarization methods. We extract social-network descriptions of Global Voices news articles to cheaply collect evaluation data for into-English and…

Computation and Language · Computer Science 2020-06-16 Khanh Nguyen , Hal Daumé

Cross-lingual summarization (CLS) is the task to produce a summary in one particular language for a source document in a different language. We introduce WikiMulti - a new dataset for cross-lingual summarization based on Wikipedia articles…

Computation and Language · Computer Science 2022-04-26 Pavel Tikhonov , Valentin Malykh

Cross-Lingual Summarization (CLS) is the task to generate a summary in one language for an article in a different language. Previous studies on CLS mainly take pipeline methods or train the end-to-end model using the translated parallel…

Computation and Language · Computer Science 2022-03-10 Shuyu Jiang , Dengbiao Tu , Xingshu Chen , Rui Tang , Wenxian Wang , Haizhou Wang

Existing research on news summarization primarily focuses on single-language single-document (SLSD), single-language multi-document (SLMD) or cross-language single-document (CLSD). However, in real-world scenarios, news about a…

Computation and Language · Computer Science 2024-10-15 Shengxiang Gao , Fang nan , Yongbing Zhang , Yuxin Huang , Kaiwen Tan , Zhengtao Yu
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