Node Classification on Goodreads-NC (test)
86.64AccuracyDiP
Evaluation Results
| Method | Links | |
|---|---|---|
| DiPEv=ViT, Et=T52026.03 | 86.64 | |
| DiPEv=CLIP, Et=CLIP2026.03 | 85.37 | |
| DiPEv=DINOv2, Et=T52026.03 | 84.32 | |
| SAGEEv=CLIP, Et=CLIP2026.03 | 83.3 | |
| SAGEEv=ViT, Et=T52026.03 | 83.3 | |
| MMGCNEv=CLIP, Et=CLIP2026.03 | 83.29 | |
| DiPEv=ImageBind, Et=ImageBind2026.03 | 83.21 | |
| SAGEEv=DINOv2, Et=T52026.03 | 82.99 | |
| UniGraph2Ev=CLIP, Et=CLIP2026.03 | 82.56 | |
| MMGCNEv=DINOv2, Et=T52026.03 | 82.44 | |
| UniGraph2Ev=ViT, Et=T52026.03 | 81.93 | |
| MMGCNEv=ViT, Et=T52026.03 | 81.85 | |
| GCNEv=DINOv2, Et=T52026.03 | 81.71 | |
| GCNEv=ViT, Et=T52026.03 | 81.67 | |
| UniGraph2Ev=DINOv2, Et=T52026.03 | 81.63 | |
| GCNEv=CLIP, Et=CLIP2026.03 | 81.61 | |
| MMGCNEv=ImageBind, Et=ImageBind2026.03 | 80.58 | |
| UniGraph2Ev=ImageBind, Et=ImageBind2026.03 | 80.52 | |
| SAGEEv=ImageBind, Et=ImageBind2026.03 | 80.39 | |
| GCNEv=ImageBind, Et=ImageBind2026.03 | 78.91 | |
| MMGATEv=CLIP, Et=CLIP2026.03 | 76.48 | |
| MMGATEv=ViT, Et=T52026.03 | 75.43 | |
| MMGATEv=DINOv2, Et=T52026.03 | 74.98 | |
| MLPEv=CLIP, Et=CLIP2026.03 | 72.29 | |
| MMGATEv=ImageBind, Et=ImageBind2026.03 | 69.45 | |
| MLPEv=DINOv2, Et=T52026.03 | 68.83 | |
| MLPEv=ViT, Et=T52026.03 | 67.82 | |
| MLPEv=ImageBind, Et=ImageBind2026.03 | 58.75 |