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Simple Search
Hits 1 – 9 of 9
1
Multilingual Unsupervised Sentence Simplification
Martin, Louis
;
Fan, Angela
;
de la Clergerie, Éric
...
In: https://hal.inria.fr/hal-03109299 ; 2021 (2021)
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2
Controllable Sentence Simplification
Martin, Louis
;
Villemonte de La Clergerie, Éric
;
Sagot, Benoît
;
Bordes, Antoine
In: LREC 2020 - 12th Language Resources and Evaluation Conference ; https://hal.inria.fr/hal-02678214 ; LREC 2020 - 12th Language Resources and Evaluation Conference, May 2020, Marseille, France ; http://www.lrec-conf.org/proceedings/lrec2020/index.html (2020)
Abstract:
Due to COVID19 pandemic, the 12th edition is cancelled. The LREC 2020 Proceedings are available at http://www.lrec-conf.org/proceedings/lrec2020/index.html ; International audience ; Text simplification aims at making a text easier to read and understand by simplifying grammar and structure while keeping the underlying information identical. It is often considered an all-purpose generic task where the same simplification is suitable for all; however multiple audiences can benefit from simplified text in different ways. We adapt a discrete parametrization mechanism that provides explicit control on simplification systems based on Sequence-to-Sequence models. As a result, users can condition the simplifications returned by a model on attributes such as length, amount of paraphrasing, lexical complexity and syntactic complexity. We also show that carefully chosen values of these attributes allow out-of-the-box Sequence-to-Sequence models to outperform their standard counterparts on simplification benchmarks. Our model, which we call ACCESS (as shorthand for AudienCe-CEntric Sentence Simplification), establishes the state of the art at 41.87 SARI on the WikiLarge test set, a +1.42 improvement over the best previously reported score.
Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
;
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
;
ACCESS
;
Sequence-to-Sequence models
;
Text Simplification
URL:
https://hal.inria.fr/hal-02678214/document
https://hal.inria.fr/hal-02678214
https://hal.inria.fr/hal-02678214/file/LREC_2020___Controllable_Sentence_Simplification.pdf
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3
ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations
Alva-Manchego, Fernando
;
Martin, Louis
;
Bordes, Antoine
...
In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-02889823 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States (2020)
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4
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases ...
Martin, Louis
;
Fan, Angela
;
de la Clergerie, Éric
. - : arXiv, 2020
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5
ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations ...
Alva-Manchego, Fernando
;
Martin, Louis
;
Bordes, Antoine
. - : arXiv, 2020
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6
ASSET: A dataset for tuning and evaluation of sentence simplification models with multiple rewriting transformations
Alva Manchego, Fernando
;
Martin, Louis
;
Bordes, Antoine
. - : ACL, 2020
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7
Controllable Sentence Simplification
Martin, Louis
;
Sagot, Benoît
;
Villemonte de La Clergerie, Éric
...
In: https://hal.inria.fr/hal-02445874 ; 2019 (2019)
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8
Controllable Sentence Simplification ...
Martin, Louis
;
Sagot, Benoît
;
de la Clergerie, Éric
. - : arXiv, 2019
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9
Reference-less Quality Estimation of Text Simplification Systems
Martin, Louis
;
Humeau, Samuel
;
Mazaré, Pierre-Emmanuel
...
In: 1st Workshop on Automatic Text Adaptation (ATA) ; https://hal.inria.fr/hal-01959054 ; 1st Workshop on Automatic Text Adaptation (ATA), Nov 2018, Tilburg, Netherlands ; https://www.ida.liu.se/~evere22/ATA-18/ (2018)
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