Sentence Simplification on WikiSmall (test)
4.74FluencyNSELSTM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| NSELSTMvariant=B2018.04 | 4.74 | — | — | — | 4.22 | 2.49 | — | 3.82 | |
| REFERENCE2018.04 | 4.63 | — | — | — | 3.97 | 3.59 | — | 4.06 | |
| DRESS2019.06 | 4.61 | — | — | — | 3.64 | 3.62 | — | 3.96 | |
| LSTMLSTMvariant=S2018.04 | 4.59 | — | — | — | 3.4 | 3.42 | — | 3.8 | |
| NSELSTMvariant=S2018.04 | 4.57 | — | — | — | 3.28 | 3.81 | — | 3.89 | |
| Reference2019.06 | 4.48 | — | — | — | 4.03 | 2.99 | — | 3.83 | |
| DRESS-LS2018.04 | 4.43 | — | — | — | 3.33 | 3.56 | — | 3.77 | |
| LSTMLSTMvariant=B2018.04 | 4.42 | — | — | — | 3.88 | 2.65 | — | 3.65 | |
| DRESS2018.04 | 4.35 | — | — | — | 3.33 | 3.49 | — | 3.72 | |
| PBMT-R2019.06 | 4.32 | — | — | — | 4.28 | 1.53 | — | 3.38 | |
| EditNTS2019.06 | 4.31 | — | — | — | 3.34 | 4.26 | — | 3.97 | |
| PBMT-R2018.04 | 4.07 | — | — | — | 4.11 | 2.28 | — | 3.49 | |
| DRESS-LSlexical_simplification=true2017.03 | 3.92 | — | — | — | 3.36 | 3.55 | 3.61 | — | |
| PBMT-Rtype=phrase-based machine translation with reranking2017.03 | 3.91 | — | — | — | 3.74 | 2.8 | 3.48 | — | |
| seq-label2019.06 | 3.83 | — | — | — | 3.9 | 2.01 | — | 3.25 | |
| Hybrid2019.06 | 3.76 | — | — | — | 3.87 | 2.12 | — | 3.25 | |
| Referencetype=Gold standard2017.03 | 3.74 | — | — | — | 3.34 | 3.13 | 3.41 | — | |
| Hybridtype=sentence splitting and deletion + PBMT-R2017.03 | 3.26 | — | — | — | 3.42 | 2.82 | 3.17 | — | |
| HYBRID2018.04 | 3.21 | — | — | — | 3.62 | 2.56 | — | 3.13 | |
| DRESS2017.03 | — | 34.53 | 7.48 | 27.48 | — | — | — | — | |
| DRESS2018.04 | — | 34.53 | — | 27.48 | — | — | — | — | |
| DRESS-LS2017.03 | — | 36.32 | 7.55 | 27.24 | — | — | — | — | |
| DRESS-LSLexical Simplification=true2018.04 | — | 36.32 | — | 27.24 | — | — | — | — | |
| EncDecA2017.03 | — | 47.93 | 11.35 | 13.61 | — | — | — | — | |
| Hybrid2017.03 | — | 53.94 | 9.2 | 30.46 | — | — | — | — | |
| HYBRID2018.04 | — | 53.94 | — | 30.46 | — | — | — | — | |
| LSTMLSTM-BOptimization=Basic2018.04 | — | 50.53 | — | 17.67 | — | — | — | — | |
| LSTMLSTM-SOptimization=SARI2018.04 | — | 31.32 | — | 28.04 | — | — | — | — | |
| NSELSTM-BOptimization=Basic2018.04 | — | 53.42 | — | 17.47 | — | — | — | — | |
| NSELSTM-SOptimization=SARI2018.04 | — | 29.72 | — | 29.75 | — | — | — | — | |
| PBMT-R2017.03 | — | 46.31 | 11.42 | 15.97 | — | — | — | — | |
| PBMT-R2018.04 | — | 46.31 | — | 15.97 | — | — | — | — |