Abstractive Text Summarization on Gigaword
39.65ROUGE-1PEGASUS_LARGE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PEGASUS_LARGEPre-training strategy=mixed, stochastic2019.12 | 39.65 | 20.47 | 36.76 | |
| Concept pointeroptimization=RL2019.10 | 38.02 | 16.97 | 35.43 | |
| Concept pointeroptimization=DS2019.10 | 37.01 | 17.1 | 34.87 | |
| Concept pointeroptimization=baseline2019.10 | 36.62 | 16.4 | 33.98 | |
| CGU2019.10 | 36.3 | 18 | 33.8 | |
| SEASS2019.10 | 36.15 | 17.54 | 33.63 | |
| Pointer-generatorimplementation=re-implementation2019.10 | 35.98 | 15.99 | 33.33 | |
| Pointer-Cov.-Entail.-Quest.2019.10 | 35.98 | 17.76 | 33.63 | |
| Seq2seq-Sel.-MTL-ERAM2019.10 | 35.33 | 17.27 | 33.19 | |
| lvt5k-lsent2019.10 | 35.3 | 16.64 | 32.62 | |
| RAS-Elman2019.10 | 33.78 | 15.97 | 31.15 | |
| Seq2seq+attimplementation=re-implementation2019.10 | 33.11 | 14.67 | 31.06 | |
| Luong-NMT2019.10 | 33.1 | 14.45 | 30.71 | |
| ABS+2019.10 | 29.76 | 11.88 | 26.96 |