ML Research Wiki / Benchmarks / Text Simplification / Newsela

Newsela

Text Simplification Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: SARI

Top Performing Models

Rank Model Paper SARI Date Code
1 CRF Alignment + Transformer Neural CRF Model for Sentence Alignment in Text Simplification 36.60 2020-05-05 📦 chaojiang06/wiki-auto
2 DMASS + DCSS Integrating Transformer and Paraphrase Rules for Sentence Simplification 27.28 2018-10-26 📦 Sanqiang/text_simplification
3 NSELSTM-B Sentence Simplification with Memory-Augmented Neural Networks 26.31 2018-04-20 -
4 DRESS-LS Sentence Simplification with Deep Reinforcement Learning 24.30 2017-03-31 📦 XingxingZhang/dress
5 DRESS Sentence Simplification with Deep Reinforcement Learning 23.21 2017-03-31 📦 XingxingZhang/dress
6 NSELSTM-S Sentence Simplification with Memory-Augmented Neural Networks 22.62 2018-04-20 -
7 EditNTS EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing 19.85 2019-06-19 📦 yuedongP/EditNTS
8 S2S-Cluster-FA Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification 19.55 2019-04-04 📦 rekriz11/DeDiv 📦 rekriz11/sockeye-recipes
9 Edit-Unsup-TS Iterative Edit-Based Unsupervised Sentence Simplification 17.36 2020-06-17 📦 ddhruvkr/Edit-Unsup-TS
10 Pointer + Multi-task Entailment and Paraphrase Generation Dynamic Multi-Level Multi-Task Learning for Sentence Simplification 11.14 2018-06-19 -

All Papers (10)

chaojiang06/wiki-auto
Sanqiang/text_simplification
XingxingZhang/dress
XingxingZhang/dress
yuedongP/EditNTS
rekriz11/DeDiv rekriz11/sockeye-recipes
ddhruvkr/Edit-Unsup-TS

Dynamic Multi-Level Multi-Task Learning for Sentence Simplification

2018
Pointer + Multi-task Entailment and Paraphrase Generation