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Like most natural language understanding and generation tasks, state-of-the-art models for summarization are transformer-based sequence-to-sequence architectures that are pretrained on large corpora.
Roberta: A robustly optimized bert pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
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On faithfulness and factuality in abstractive summarization
Joshua Maynez, Shashi Narayan, Bernd Bohnet, and Ryan McDonald. 2020 · 1919
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LCSTS: A large scale Chinese short text summarization dataset
Baotian Hu, Qingcai Chen, and Fangze Zhu. 2015 · 1972
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Lakhas, an arabic summarization system
Fouad Douzidia and Guy Lapalme. 2004 · 2004
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BERT fine-tuning for arabic text summarization
Khalid N. Elmadani, Mukhtar Elgezouli, and Anas Showk. 2020 · 2004
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ROUGE: A package for automatic evaluation of summaries
Chin-Yew Lin. 2004 · 2004
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Ikhtasir — a user selected compression ratio arabic text summarization system
Aqil Azmi and Suha Al-thanyyan. 2009 · 2009
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Using mechanical turk to create a corpus of arabic summaries
M. El-Haj, Udo Kruschwitz, and C. Fox. 2010 · 2010
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Exploring clustering for multi-document arabic summarisation
Mahmoud El-Haj, Udo Kruschwitz, and Chris Fox. 2011 · 2011
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Multi-document arabic text summarisation
Mahmoud El-Haj, Udo Kruschwitz, and Chris Fox. 2011 · 2011
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Arabic gigaword fifth edition
Robert Parker, David Graff, Ke Chen, Junbo Kong, and Kazuaki Maeda. 2011 · 2011
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Keyphrase based arabic summarizer (kpas)
Tarek El-Shishtawy and Fatma El-Ghannam. 2012 · 2012
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Arabic text summerization model using clustering techniques
Ahmad Haboush, Ahmed Momani, Maryam Al-Zoubi, and Motassem Al-Tarazi. 2012 · 2012
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Kalimat a multipurpose arabic corpus
Mahmoud El-Haj and Rim Koulali. 2013 · 2013
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A supervised approach to arabic text summarization using adaboost
Riadh Belkebir and Ahmed Guessoum. 2015 · 2015
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A neural attention model for abstractive sentence summarization
Alexander M. Rush, Sumit Chopra, and Jason Weston. 2015 · 2015
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Abstractive sentence summarization with attentive recurrent neural networks
Sumit Chopra, Michael Auli, and Alexander M. Rush. 2016 · 2016
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Summarunner: A recurrent neural network based sequence model for extractive summarization of documents
Ramesh Nallapati, Feifei Zhai, and Bowen Zhou. 2017 · 2017
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Get to the point: Summarization with pointer-generator networks
Abigail See, Peter J. Liu, and Christopher D. Manning. 2017 · 2017
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Applying deep learning for arabic keyphrase extraction
Muhammad Helmy, R. M. Vigneshram, Giuseppe Serra, and Carlo Tasso. 2018 · 2018
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SentencePiece: A simple and language independent subword tokenizer and detokenizer for neural text processing
Taku Kudo and John Richardson. 2018 · 2018
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Multilingual denoising pre-training for neural machine translation
Yinhan Liu, Jiatao Gu, Naman Goyal, Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, and Luke Zettlemoyer. 2020 · 2020
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Leveraging pre-trained checkpoints for sequence generation tasks
Sascha Rothe, Shashi Narayan, and Aliaksei Severyn. 2020 · 2020
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Deep learning based abstractive arabic text summarization using two layers encoder and one layer decoder
Dima Suleiman and Arafat Awajan. 2020 · 2020
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Bertscore: Evaluating text generation with bert
Tianyi Zhang, Varsha Kishore, Felix Wu, Kilian Q. Weinberger, and Yoav Artzi. 2020 · 2020
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Leveraging distilbert for summarizing arabic text: An extractive dual-stage approach
Abdullah Alshanqiti, Abdallah Namoun, Aeshah Alsughayyir, Aisha Mousa Mashraqi, Abdul Rehman Gilal, and Sami Saad Albouq. 2021 · 2021
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Shashi Narayan, Shay B. Cohen, and Mirella Lapata. 2018a · 2018
Cited alongside, same era.
Ranking sentences for extractive summarization with reinforcement learning
Shashi Narayan, Shay B. Cohen, and Mirella Lapata. 2018b · 2018
Cited alongside, same era.
Neural document summarization by jointly learning to score and select sentences
Qingyu Zhou, Nan Yang, Furu Wei, Shaohan Huang, Ming Zhou, and Tiejun Zhao. 2018 · 2018
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Text summarization with pretrained encoders
Yang Liu and Mirella Lapata. 2019 · 2019
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fairseq: A fast, extensible toolkit for sequence modeling
Myle Ott, Sergey Edunov, Alexei Baevski, Angela Fan, Sam Gross, Nathan Ng, David Grangier, and Michael Auli. 2019 · 2019
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Automatic Arabic text summarization based on fuzzy logic
Lamees Al Qassem, Di Wang, Hassan Barada, Ahmad Al-Rubaie, and Nawaf Almoosa. 2019 · 2019
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Arabic text summarization via knapsack balancing of effective retention
Alaidine Ben Ayed, Ismaïl Biskri, and Jean-Guy Meunier. 2021 · 2021
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An arabic multi-source news corpus: Experimenting on single-document extractive summarization
Amina Chouigui, Oussama Ben Khiroun, and Bilel Elayeb. 2021 · 2021
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GSum: A general framework for guided neural abstractive summarization
Zi-Yi Dou, Pengfei Liu, Hiroaki Hayashi, Zhengbao Jiang, and Graham Neubig. 2021 · 2021
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XL-sum: Large-scale multilingual abstractive summarization for 44 languages
Tahmid Hasan, Abhik Bhattacharjee, Md. Saiful Islam, Kazi Mubasshir, Yuan-Fang Li, Yong-Bin Kang, M. Sohel Rahman, and Rifat Shahriyar. 2021 · 2021
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The interplay of variant, size, and task type in Arabic pre-trained language models
Go Inoue, Bashar Alhafni, Nurpeiis Baimukan, Houda Bouamor, and Nizar Habash. 2021 · 2021
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Cross-lingual fine-tuning for abstractive Arabic text summarization
Mram Kahla, Zijian Győző Yang, and Attila Novák. 2021 · 2021
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BARThez: a skilled pretrained French sequence-to-sequence model
Moussa Kamal Eddine, Antoine Tixier, and Michalis Vazirgiannis. 2021b · 2021
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An efficient single document arabic text summarization using a combination of statistical and semantic features
Aziz Qaroush, Ibrahim Abu Farha, Wasel T. Ghanem, Mahdi Washaha, and Eman Maali. 2021 · 2021
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Cpt: A pre-trained unbalanced transformer for both chinese language understanding and generation
Yunfan Shao, Zhichao Geng, Yitao Liu, Junqi Dai, Fei Yang, Li Zhe, Hujun Bao, and Xipeng Qiu. 2021 · 2021
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mT5: A massively multilingual pre-trained text-to-text transformer
Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya Siddhant, Aditya Barua, and Colin Raffel. 2021 · 2021
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Abstractive arabic text summarization based on deep learning
Ahmed Mostafa Khalil, Y. M. Wazery, Marwa E. Saleh, Abdullah Alharbi, and Abdelmgeid A. Ali. 2022 · 2022
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