Link Prediction on NELL (test)
89.8AccuracyGraph Prompter
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph PrompterWay=52026.04 | 89.8 | |
| Finetuneclasses=5, shot=3-shot2023.05 | 87.22 | |
| PRODIGYclasses=5, shot=3-shot2023.05 | 87.02 | |
| PG-MTclasses=5, shot=3-shot2023.05 | 84.79 | |
| CTPWay=52026.04 | 84.32 | |
| Contrastiveclasses=5, shot=3-shot2023.05 | 84.08 | |
| ContrastiveWay=52026.04 | 83.38 | |
| PG-NMWay=52026.04 | 82.39 | |
| PRODIGYclasses=10, shot=3-shot2023.05 | 81.06 | |
| PG-NMclasses=5, shot=3-shot2023.05 | 80.53 | |
| PG-MTclasses=10, shot=3-shot2023.05 | 78.5 | |
| Contrastiveclasses=10, shot=3-shot2023.05 | 76.54 | |
| CTPWay=102026.04 | 76.53 | |
| PG-NMWay=102026.04 | 75.14 | |
| ContrastiveWay=102026.04 | 74.54 | |
| PG-NMclasses=10, shot=3-shot2023.05 | 72.77 | |
| PRODIGYclasses=20, shot=3-shot2023.05 | 72.66 | |
| Graph PrompterWay=102026.04 | 72 | |
| Finetuneclasses=10, shot=3-shot2023.05 | 71.9 | |
| PG-MTclasses=20, shot=3-shot2023.05 | 69.82 | |
| Contrastiveclasses=20, shot=3-shot2023.05 | 66.56 | |
| CTPWay=202026.04 | 66.28 | |
| Finetuneclasses=20, shot=3-shot2023.05 | 66.19 | |
| PG-NMWay=202026.04 | 65.68 | |
| ContrastiveWay=202026.04 | 65.68 | |
| PG-NMclasses=20, shot=3-shot2023.05 | 62.82 | |
| PRODIGYclasses=40, shot=3-shot2023.05 | 60.02 | |
| Contrastiveclasses=40, shot=3-shot2023.05 | 57.44 | |
| Graph PrompterWay=202026.04 | 56.84 | |
| ContrastiveWay=402026.04 | 56.7 | |
| Finetuneclasses=40, shot=3-shot2023.05 | 55.06 | |
| PG-NMWay=402026.04 | 54.91 | |
| CTPWay=402026.04 | 54.2 | |
| PG-MTclasses=40, shot=3-shot2023.05 | 53.55 | |
| PG-NMclasses=40, shot=3-shot2023.05 | 49.59 | |
| Graph PrompterWay=402026.04 | 45.53 | |
| NoPretrainclasses=5, shot=3-shot2023.05 | 33.44 | |
| NoPretrainclasses=10, shot=3-shot2023.05 | 18.82 | |
| NoPretrainclasses=20, shot=3-shot2023.05 | 7.42 | |
| NoPretrainclasses=40, shot=3-shot2023.05 | 3.04 |