Link Prediction on ca-GrQc
95.3AUC-ROCSPECTRA (med dspec)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SPECTRA (med dspec)d=1282026.05 | 95.3 | — | 103.59 | |
| SPECTRA (η = 0)d=1282026.05 | 95.2 | — | 124.51 | |
| SPECTRA (med dspec)d=642026.05 | 95 | — | 57.76 | |
| HM-LDMd=1282026.05 | 94.9 | — | 90.85 | |
| SPECTRA (η = 0)d=642026.05 | 94.9 | — | 63.74 | |
| SPECTRA (min dspec)d=1282026.05 | 94.6 | — | 35.08 | |
| SPECTRA (η = 0)d=322026.05 | 94.4 | — | 31.99 | |
| SPECTRA (min dspec)d=642026.05 | 94.4 | — | 22.45 | |
| HM-LDMd=322026.05 | 94.2 | — | 28.15 | |
| SPECTRA (med dspec)d=322026.05 | 94.2 | — | 30.59 | |
| SPECTRA (η = 0)d=162026.05 | 94 | — | 15.99 | |
| SPECTRA (min dspec)d=322026.05 | 94 | — | 13.7 | |
| SPECTRA (med dspec)d=162026.05 | 93.8 | — | 15.18 | |
| NODE2VECd=642026.05 | 93.7 | — | 59.64 | |
| HM-LDMd=162026.05 | 93.7 | — | 14.72 | |
| HM-LDMd=642026.05 | 93.7 | — | 48.4 | |
| NODE2VECd=322026.05 | 93.6 | — | 31.62 | |
| ROLE2VECd=162026.05 | 93.6 | — | 15.36 | |
| ROLE2VECd=322026.05 | 93.6 | — | 30.47 | |
| NODE2VECd=1282026.05 | 93.4 | — | 86.41 | |
| SPECTRA (min dspec)d=162026.05 | 93.2 | — | 8.45 | |
| NODE2VECd=162026.05 | 93.1 | — | 15.91 | |
| ROLE2VECd=642026.05 | 93.1 | — | 55.88 | |
| ROLE2VECd=1282026.05 | 92.4 | — | 125.58 | |
| MNMFd=642026.05 | 92.4 | — | 62.68 | |
| MNMFd=322026.05 | 91.8 | — | 30.94 | |
| MNMFd=1282026.05 | 91.8 | — | 125.58 | |
| GRAREPd=322026.05 | 90.9 | — | 13.7 | |
| GRAREPd=162026.05 | 90.6 | — | 8.45 | |
| MNMFd=162026.05 | 90.5 | — | 14.99 | |
| NETMFd=322026.05 | 89.9 | — | 30.71 | |
| NETMFd=642026.05 | 89.7 | — | 60.38 | |
| GRAREPd=642026.05 | 89.7 | — | 22.45 | |
| GRAREPd=1282026.05 | 89.3 | — | 35.08 | |
| NETMFd=1282026.05 | 88.8 | — | 116.33 | |
| NETMFd=162026.05 | 88.7 | — | 15.58 | |
| GITA-7BEvaluation Protocol=Zero-shot2024.02 | — | 0.7195 | — | |
| GITA-7BEvaluation Protocol=Zero-shot, Pre-training=Cycle task pretrained2024.02 | — | 0.7202 | — | |
| GITA-7BEvaluation Protocol=Fine-tuning2024.02 | — | 0.797 | — | |
| GITA-7BEvaluation Protocol=Fine-tuning, Augmentation=AUGLY2024.02 | — | 0.7977 | — | |
| GITA-7BEvaluation Protocol=Fine-tuning, Pre-training=Cycle task pretrained2024.02 | — | 0.8046 | — | |
| LLaMA2-7BEvaluation Protocol=Zero-shot2024.02 | — | 0.4059 | — | |
| LLaMA2-7BEvaluation Protocol=Fine-tuning2024.02 | — | 0.7657 | — | |
| Vicuna-7BEvaluation Protocol=Zero-shot2024.02 | — | 0.4135 | — | |
| Vicuna-7BEvaluation Protocol=Fine-tuning2024.02 | — | 0.7895 | — |