2-way classification on GCDC
59.1Yahoo ScoreVanilla Transformer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Vanilla TransformerTraining data scope=all domains2021.09 | 59.1 | 49.1 | 39.7 | 38.1 | 46.5 | |
| MTL with TransformersTraining data scope=all domains2021.09 | 58.7 | 41.5 | 40.1 | 40.6 | 45.2 | |
| MTL with TransformersTraining data scope=individual domain2021.09 | 58.4 | 47.1 | 51.1 | 30 | 46.7 | |
| Hierarchical TransformerTraining data scope=individual domain2021.09 | 58.4 | 52 | 51.8 | 34.2 | 49.1 | |
| Fact-aware TransformerTraining data scope=individual domain2021.09 | 57.4 | 41.6 | 47.1 | 23.7 | 42.5 | |
| Vanilla TransformerTraining data scope=individual domain2021.09 | 57.4 | 52.5 | 54.6 | 37.7 | 50.6 | |
| Hierarchical TransformerTraining data scope=all domains2021.09 | 56.6 | 40.7 | 36.9 | 27.2 | 40.4 | |
| SENTAVGTraining data scope=individual domain2021.09 | 48.1 | 33.2 | 39.3 | 19.9 | 35.1 | |
| PARSEQTraining data scope=individual domain2021.09 | 44.7 | 29.6 | 37.3 | 11.2 | 30.7 | |
| CNN-EgridTraining data scope=individual domain2021.09 | 36 | 23.8 | 27.9 | 16.9 | 26.2 | |
| Flesch-Kincaid grade levelTraining data scope=individual domain2021.09 | 28.3 | 25.5 | 34.1 | 19.7 | 26.9 | |
| EGRIDTraining data scope=individual domain2021.09 | 12.8 | 26 | 29.4 | 16.1 | 24.3 |