Entity Description Generation on ENT-DESC main results 1.0
30BLEUMGCN + SUM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MGCN + SUMexploring_KG=true, aggregation=SUM, delexicalization=true2020.04 | 30 | 23.7 | 67.4 | 62.6 | 46.3 | 62.7 | 31.5 | |
| MGCN + CNNexploring_KG=true, aggregation=CNN, delexicalization=true2020.04 | 29.6 | 23.7 | 63.2 | 63 | 46.7 | 63.2 | 31.9 | |
| GCNexploring_KG=true, delexicalization=true2020.04 | 28.4 | 22.9 | 65.9 | 61.8 | 45.5 | 62.1 | 30.2 | |
| MGCN + CNNexploring_KG=true, aggregation=CNN2020.04 | 26.4 | 20.4 | 69.4 | 56.4 | 40.5 | 57.4 | 24.2 | |
| MGCN + SUMexploring_KG=true, aggregation=SUM2020.04 | 26.4 | 20.3 | 69.8 | 56.4 | 40.6 | 57.4 | 23.9 | |
| MGCN + AVGexploring_KG=true, aggregation=AVG2020.04 | 26.1 | 20.2 | 69.2 | 56.4 | 40.3 | 57.3 | 23.9 | |
| MGCNexploring_KG=true2020.04 | 25.7 | 19.8 | 69.3 | 55.8 | 40 | 57 | 23.5 | |
| DeepGCNexploring_KG=true2020.04 | 24.9 | 19.3 | 70.2 | 55 | 39.3 | 56.2 | 21.8 | |
| GCNexploring_KG=true2020.04 | 24.8 | 19.3 | 70.4 | 54.9 | 39.1 | 56.2 | 21.8 | |
| GRNexploring_KG=true2020.04 | 24.4 | 18.9 | 70.8 | 54.1 | 38.3 | 55.5 | 21.3 | |
| E2S-MEFexploring_KG=false2020.04 | 24.2 | 21.3 | 65.8 | 59.8 | 43.3 | 60 | 26.3 | |
| E2Sexploring_KG=false2020.04 | 23.3 | 20.4 | 68.7 | 58.8 | 41.9 | 58.2 | 27.7 | |
| E2Sexploring_KG=false, delexicalization=true2020.04 | 21.8 | 20.5 | 67.5 | 59.5 | 39.5 | 59.2 | 23.4 | |
| E2S-MEFexploring_KG=false, delexicalization=true2020.04 | 20.6 | 20.3 | 66.5 | 59.1 | 40 | 59.3 | 24.3 | |
| GraphTransformerexploring_KG=true2020.04 | 19.1 | 16.1 | 94.5 | 53.7 | 37.6 | 54.3 | 21.4 | |
| S2Sexploring_KG=true2020.04 | 6.8 | 10.8 | 80.9 | 38.1 | 21.5 | 40.7 | 10 |