OpenCodePapers

text-simplification-on-newsela

Text Simplification
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PaperCodeSARIBLEUModelNameReleaseDate
Neural CRF Model for Sentence Alignment in Text Simplification✓ Link36.6CRF Alignment + Transformer2020-05-05
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification33.2211.14Pointer + Multi-task Entailment and Paraphrase Generation2018-06-19
EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing✓ Link31.4119.85EditNTS2019-06-19
Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification✓ Link30.7319.55S2S-Cluster-FA2019-04-04
Iterative Edit-Based Unsupervised Sentence Simplification✓ Link30.4417.36Edit-Unsup-TS2020-06-17
Sentence Simplification with Memory-Augmented Neural Networks29.5822.62NSELSTM-S 2018-04-20
Sentence Simplification with Memory-Augmented Neural Networks27.4226.31NSELSTM-B 2018-04-20
Sentence Simplification with Deep Reinforcement Learning✓ Link27.3723.21DRESS2017-03-31
Integrating Transformer and Paraphrase Rules for Sentence Simplification✓ Link27.28DMASS + DCSS2018-10-26
Sentence Simplification with Deep Reinforcement Learning✓ Link26.6324.30DRESS-LS2017-03-31
Learning How to Simplify From Explicit Labeling of Complex-Simplified Text Pairs✓ Link29.53*SeqLabel 2017-11-01
Hybrid Simplification using Deep Semantics and Machine Translation28.61*14.46*Hybrid 2014-06-01
Sentence Simplification by Monolingual Machine Translation15.77*18.19*PBMT-R 2012-07-01
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