Graph-to-text generation on WebNLG (test)
4.3FluencyReference
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Referencenumber of triples (#T)=1-22020.01 | 4.3 | 4.69 | — | — | — | |
| Referencenumber of triples (#T)=5-72020.01 | 4.28 | 4.59 | — | — | — | |
| Referencegraph diameter (#D)=1-22020.01 | 4.28 | 4.66 | — | — | — | |
| Referencenumber of triples (#T)=All2020.01 | 4.24 | 4.63 | — | — | — | |
| CGEnumber of triples (#T)=1-22020.01 | 4.18 | 4.72 | — | — | — | |
| CGEnumber of triples (#T)=5-72020.01 | 4.18 | 4.45 | — | — | — | |
| Referencegraph diameter (#D)=≥ 32020.01 | 4.17 | 4.6 | — | — | — | |
| CGEgraph diameter (#D)=1-22020.01 | 4.16 | 4.61 | — | — | — | |
| Referencenumber of triples (#T)=3-42020.01 | 4.14 | 4.66 | — | — | — | |
| CGEnumber of triples (#T)=All2020.01 | 4.12 | 4.54 | — | — | — | |
| Adaptnumber of triples (#T)=5-72020.01 | 4.08 | 4.35 | — | — | — | |
| CGEgraph diameter (#D)=≥ 32020.01 | 4.03 | 4.43 | — | — | — | |
| Adaptgraph diameter (#D)=1-22020.01 | 3.98 | 4.5 | — | — | — | |
| Adaptnumber of triples (#T)=All2020.01 | 3.96 | 4.44 | — | — | — | |
| CGEnumber of triples (#T)=3-42020.01 | 3.96 | 4.5 | — | — | — | |
| Adaptnumber of triples (#T)=1-22020.01 | 3.94 | 4.59 | — | — | — | |
| Adaptgraph diameter (#D)=≥ 32020.01 | 3.91 | 4.33 | — | — | — | |
| Adaptnumber of triples (#T)=3-42020.01 | 3.79 | 4.45 | — | — | — | |
| ADAPTArchitecture=standard encoder-decoder2021.02 | — | — | 60.59 | 44 | — | |
| GCN_ECArchitecture=graph convolution network2021.02 | — | — | 55.9 | 39 | — | |
| MELBOURNE2020.04 | — | — | 45.13 | — | — | |
| MGCN2020.04 | — | — | 45.79 | — | — | |
| MGCNaggregation=CNN2020.04 | — | — | 45.83 | — | — | |
| MGCNaggregation=AVG2020.04 | — | — | 46.55 | — | — | |
| MGCNaggregation=SUM2020.04 | — | — | 45.23 | — | — | |
| RA-Trans-F-oursAuxiliary losses=None2021.02 | — | — | 60.51 | 42.2 | — | |
| RA-Trans-F-oursAuxiliary losses=Loss 12021.02 | — | — | 61.78 | 43.6 | — | |
| RA-Trans-F-oursAuxiliary losses=Loss 22021.02 | — | — | 62.29 | 43.5 | — | |
| RA-Trans-F-oursAuxiliary losses=Both (Loss 1 + Loss 2)2021.02 | — | — | 62.89 | 44.2 | — | |
| Rgraph→text2019.04 | — | — | 18.3 | 33.6 | 55.2 | |
| Supervised Joint System for Text-Graph ConversionSupervision level=supervised2019.04 | — | — | 34.4 | 39.5 | 64 | |
| TILB-SMT2020.04 | — | — | 44.28 | — | — | |
| Unsupervised Joint System for Text-Graph ConversionNoise type=sampled noise, Supervision level=unsupervised2019.04 | — | — | 37.7 | 35.5 | 62.1 | |
| Unsupervised Joint System for Text-Graph ConversionNoise type=composed noise, Supervision level=unsupervised2019.04 | — | — | 30.5 | 30 | 52.8 |