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Link Prediction on NELL (test)

89.8AccuracyGraph Prompter
-0.430422.994846.4269.8452May 21, 2023Nov 11, 2023May 3, 2024Oct 25, 2024Apr 17, 2025Oct 8, 2025Apr 1, 2026

Evaluation results

MethodLinks
Graph PrompterWay=52026.0489.8
Finetuneclasses=5, shot=3-shot2023.0587.22
PRODIGYclasses=5, shot=3-shot2023.0587.02
PG-MTclasses=5, shot=3-shot2023.0584.79
CTPWay=52026.0484.32
Contrastiveclasses=5, shot=3-shot2023.0584.08
ContrastiveWay=52026.0483.38
PG-NMWay=52026.0482.39
PRODIGYclasses=10, shot=3-shot2023.0581.06
PG-NMclasses=5, shot=3-shot2023.0580.53
PG-MTclasses=10, shot=3-shot2023.0578.5
Contrastiveclasses=10, shot=3-shot2023.0576.54
CTPWay=102026.0476.53
PG-NMWay=102026.0475.14
ContrastiveWay=102026.0474.54
PG-NMclasses=10, shot=3-shot2023.0572.77
PRODIGYclasses=20, shot=3-shot2023.0572.66
Graph PrompterWay=102026.0472
Finetuneclasses=10, shot=3-shot2023.0571.9
PG-MTclasses=20, shot=3-shot2023.0569.82
Contrastiveclasses=20, shot=3-shot2023.0566.56
CTPWay=202026.0466.28
Finetuneclasses=20, shot=3-shot2023.0566.19
PG-NMWay=202026.0465.68
ContrastiveWay=202026.0465.68
PG-NMclasses=20, shot=3-shot2023.0562.82
PRODIGYclasses=40, shot=3-shot2023.0560.02
Contrastiveclasses=40, shot=3-shot2023.0557.44
Graph PrompterWay=202026.0456.84
ContrastiveWay=402026.0456.7
Finetuneclasses=40, shot=3-shot2023.0555.06
PG-NMWay=402026.0454.91
CTPWay=402026.0454.2
PG-MTclasses=40, shot=3-shot2023.0553.55
PG-NMclasses=40, shot=3-shot2023.0549.59
Graph PrompterWay=402026.0445.53
NoPretrainclasses=5, shot=3-shot2023.0533.44
NoPretrainclasses=10, shot=3-shot2023.0518.82
NoPretrainclasses=20, shot=3-shot2023.057.42
NoPretrainclasses=40, shot=3-shot2023.053.04