Sentence Simplification on ASSET English (test)
55.06SARIPIAST (E)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PIAST (E)Time [m]=389.782025.12 | 55.06 | — | — | — | — | — | |
| PIASTTime [m]=18.142025.12 | 54.52 | — | — | — | — | — | |
| PRLTime [m]=28802025.12 | 52.26 | — | — | — | — | — | |
| Metric-Based in-context Learning (MBL-Best)Strategy=MBL, Metric=Best result across runs2023.07 | 47.94 | — | — | — | — | — | |
| Random-BestStrategy=Random Selection, Metric=Best result across runs2023.07 | 46.93 | — | — | — | — | — | |
| Metric-Based in-context Learning (MBL-Average)Strategy=MBL, Metric=Average result across runs2023.07 | 46.63 | — | — | — | — | — | |
| GATime [m]=39.62025.12 | 46.25 | — | — | — | — | — | |
| DETime [m]=52.772025.12 | 45.79 | — | — | — | — | — | |
| Random-AverageStrategy=Random Selection, Metric=Average result across runs2023.07 | 45.33 | — | — | — | — | — | |
| APETime [m]=35.692025.12 | 45.33 | — | — | — | — | — | |
| T5Backbone=T5, Type=Fine-tuned2023.07 | 45.04 | — | — | — | — | — | |
| Reference Baseline2021.03 | 44.89 | 6.49 | 10.17 | 58.76 | 65.73 | — | |
| Gold Reference2020.05 | 44.87 | 6.49 | — | — | — | — | |
| Gold Reference2021.10 | 44.87 | 6.49 | — | — | — | 0.63 | |
| MUSSTraining Paradigm=Supervised, Data augmentation=+ mined data2020.05 | 44.15 | 6.05 | — | — | — | — | |
| Martin et al. (2020b)Method alias=BART+ACCESS2021.03 | 44.15 | 7.6 | — | — | — | — | |
| MI2025.12 | 43.77 | — | — | — | — | — | |
| MUSSTraining Paradigm=Supervised2020.05 | 43.63 | 6.25 | — | — | — | — | |
| BART_LARGE with ACCESSφ%=1002021.10 | 43.63 | 6.25 | — | — | — | 0.64 | |
| MUSS (BART + ACCESS)2023.07 | 43.63 | — | — | — | — | — | |
| CONTROL PREFIXESφ%=1.82021.10 | 43.58 | 5.97 | — | — | — | 0.64 | |
| TST-FINALmodel_variant=FINAL2021.03 | 43.21 | 6.87 | 8.04 | 64.25 | 57.35 | — | |
| MUSSTraining Paradigm=Unsupervised2020.05 | 42.65 | 8.23 | — | — | — | — | |
| ACCESSTraining Paradigm=Supervised2020.05 | 40.13 | 7.29 | — | — | — | — | |
| Martin et al. (2020a)Method alias=ACCESS2021.03 | 40.13 | 7.29 | — | — | — | — | |
| Prefix-tuningφ%=1.82021.10 | 40.12 | 7.28 | — | — | — | — | |
| BART_LARGE fine-tunedφ%=1002021.10 | 39.91 | 7.73 | — | — | — | — | |
| BART-Large+Classifier2023.07 | 38.76 | — | — | — | — | — | |
| DMASS-DCSSTraining Paradigm=Supervised2020.05 | 38.67 | 7.73 | — | — | — | — | |
| TST-BASEmodel_variant=BASE2021.03 | 37.4 | 8.08 | 3.62 | 47.22 | 61.37 | — | |
| RM+EX+LS+ROTraining Paradigm=Unsupervised2020.05 | 36.67 | 7.33 | — | — | — | — | |
| Dress-LSTraining Paradigm=Supervised2020.05 | 36.59 | 7.66 | — | — | — | — | |
| UNTSTraining Paradigm=Unsupervised2020.05 | 35.19 | 7.6 | — | — | — | — | |
| EditNTSTraining Paradigm=Supervised2020.05 | 34.95 | 8.38 | — | — | — | — | |
| BTRLTSTraining Paradigm=Unsupervised2020.05 | 33.95 | 7.59 | — | — | — | — | |
| Truncate Baseline2020.05 | 29.85 | 7.91 | — | — | — | — | |
| Identity Baseline2020.05 | 20.73 | 10.02 | — | — | — | — |