Text Simplification on Newsela
Metric: SARI (higher is better)
Metric: SARI (higher is better)
| # | Model↕ | SARI▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CRF Alignment + Transformer | 36.6 | No | Neural CRF Model for Sentence Alignment in Text ... | 2020-05-05 | Code |
| 2 | Pointer + Multi-task Entailment and Paraphrase Generation | 33.22 | No | Dynamic Multi-Level Multi-Task Learning for Sent... | 2018-06-19 | - |
| 3 | EditNTS | 31.41 | No | EditNTS: An Neural Programmer-Interpreter Model ... | 2019-06-19 | Code |
| 4 | S2S-Cluster-FA | 30.73 | No | Complexity-Weighted Loss and Diverse Reranking f... | 2019-04-04 | Code |
| 5 | Edit-Unsup-TS | 30.44 | No | Iterative Edit-Based Unsupervised Sentence Simpl... | 2020-06-17 | Code |
| 6 | NSELSTM-S | 29.58 | No | Sentence Simplification with Memory-Augmented Ne... | 2018-04-20 | - |
| 7 | NSELSTM-B | 27.42 | No | Sentence Simplification with Memory-Augmented Ne... | 2018-04-20 | - |
| 8 | DRESS | 27.37 | No | Sentence Simplification with Deep Reinforcement ... | 2017-03-31 | Code |
| 9 | DMASS + DCSS | 27.28 | No | Integrating Transformer and Paraphrase Rules for... | 2018-10-26 | Code |
| 10 | DRESS-LS | 26.63 | No | Sentence Simplification with Deep Reinforcement ... | 2017-03-31 | Code |