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Fine-tuning Transformer-based approaches have recently shown exciting results on sentence simplification task.
Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Veselin Stoyanov, and Luke Zettlemoyer. 2019 · 1910
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Text Simplification for Children
Jan De Belder and Marie-Francine Moens. 2010 · 2010
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For the sake of simplicity: Unsupervised extraction of lexical simplifications from Wikipedia
Mark Yatskar, Bo Pang, Cristian Danescu-Niculescu-Mizil, and Lillian Lee. 2010 · 2010
Earlier work this paper cites.
Putting it simply: a context-aware approach to lexical simplification
Or Biran, Samuel Brody, and Noémie Elhadad. 2011 · 2011
Earlier work this paper cites.
A Dataset for the Evaluation of Lexical Simplification
Jan De Belder and Marie-Francine Moens. 2012 · 2012
Earlier work this paper cites.
What can readability measures really tell us about text complexity
Sanja Štajner, Richard Evans, Constantin Orasan, and Ruslan Mitkov. 2012 · 2012
Earlier work this paper cites.
Learning a Lexical Simplifier Using Wikipedia
Colby Horn, Cathryn Manduca, and David Kauchak. 2014 · 2014
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A Survey of Automated Text Simplification
Matthew Shardlow. 2014 · 2014
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Simplifying Lexical Simplification: Do We Need Simplified Corpora?
Goran Glavaš and Sanja Štajner. 2015 · 2015
Cited alongside, same era.
Benchmarking Lexical Simplification Systems
Gustavo Paetzold and Lucia Specia. 2016a · 2016
Cited alongside, same era.
Automatic Text Simplification
Horacio Saggion. 2017 · 2017
Cited alongside, same era.
A Report on the Complex Word Identification Shared Task 2018
Seid Muhie Yimam, Chris Biemann, Shervin Malmasi, Gustavo H. Paetzold, Lucia Specia, Sanja Stajner, Anaïs Tack, and Marcos Zampieri. 2018 · 2018
Cited alongside, same era.
Optuna: A next-generation hyperparameter optimization framework
Takuya Akiba, Shotaro Sano, Toshihiko Yanase, T. Ohta, and Masanori Koyama. 2019 · 2019
Cited alongside, same era.
BERT: Pre-training of deep bidirectional transformers for language understanding
Lexical simplification with pretrained encoders
Jipeng Qiang, Yun Li, Zhu Yi, Yunhao Yuan, and Xindong Wu. 2020 · 2020
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Exploring the limits of transfer learning with a unified text-to-text transformer
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J. Liu. 2020 · 2020
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Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020 · 2020
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Sentence simplification capabilities of transfer-based models
Sanja Štajner, Kim Cheng Sheang, and Horacio Saggion. 2022b · 2020
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Lsbert: Lexical simplification based on bert
Jipeng Qiang, Yun Li, Yi Zhu, Yunhao Yuan, Yang Shi, and Xindong Wu. 2021 · 2021
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Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter. 2019 · 2019
Cited alongside, same era.
Controllable sentence simplification
Louis Martin, Éric de la Clergerie, Benoît Sagot, and Antoine Bordes. 2020 · 2020
Cited alongside, same era.
Unsupervised Lexical Simplification for Non-Native Speakers
Gustavo Paetzold and Lucia Specia. 2016b
Cited in the paper.
A Survey on Lexical Simplification
Gustavo Paetzold and Lucia Specia. 2017a
Cited in the paper.
Lexical simplification with neural ranking
Gustavo Paetzold and Lucia Specia. 2017b
Cited in the paper.
Lexical Simplification Benchmarks for English, Portuguese, and Spanish
Sanja Štajner, Daniel Ferrés, Matthew Shardlow, Kai North, Marcos Zampieri, and Horacio Saggion. 2022a
Cited in the paper.
Controllable sentence simplification with a unified text-to-text transfer transformer
Kim Cheng Sheang and Horacio Saggion. 2021 · 2021
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MUSS: Multilingual unsupervised sentence simplification by mining paraphrases
Louis Martin, Angela Fan, Éric de la Clergerie, Antoine Bordes, and Benoît Sagot. 2022 · 2022
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