Link Prediction on Goodreads-LP
74.89MRRMGAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MGATVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 74.89 | 64.7 | 92.92 | |
| DiPVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 46.13 | 36.07 | 71.06 | |
| SAGEVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 45.61 | 34.01 | 70.01 | |
| DiPVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 45.18 | 35.29 | 70.34 | |
| DiPVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 45.13 | 34.47 | 70.49 | |
| SAGEVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 44.79 | 33.11 | 69.43 | |
| DiPVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 44.76 | 34.75 | 71.42 | |
| MGATVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 44.75 | 34.53 | 62.81 | |
| SAGEVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 44.1 | 32.32 | 69.07 | |
| BUDDYVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 43.25 | 31.84 | 67.93 | |
| BUDDYVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 43.25 | 31.77 | 68.08 | |
| BUDDYVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 43.18 | 31.73 | 67.89 | |
| BUDDYVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 41.56 | 29.89 | 67.41 | |
| MGATVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 35.26 | 35.23 | 62.9 | |
| MGATVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 34.77 | 34.95 | 62.51 | |
| SAGEVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 34.61 | 23.82 | 56.67 | |
| UniGraph2Visual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 32.43 | 26.55 | 59.77 | |
| MMGCNVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 31.84 | 18.63 | 59.85 | |
| MMGCNVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 31.11 | 19.3 | 56.24 | |
| UniGraph2Visual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 29.74 | 22.68 | 59.45 | |
| UniGraph2Visual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 29.68 | 21.75 | 58.71 | |
| UniGraph2Visual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 28.52 | 22.01 | 57.13 | |
| GCNVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 28.21 | 15.11 | 57.94 | |
| MMGCNVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 27.64 | 16.21 | 51.46 | |
| GCNVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 27.56 | 14.31 | 57.25 | |
| GCNVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 26.5 | 14.86 | 51.54 | |
| MMGCNVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 26.32 | 16.05 | 46.37 | |
| GCNVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 25.34 | 13.81 | 50.36 | |
| MLPVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 11.1 | 4.84 | 21.94 | |
| MLPVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 11.03 | 4.87 | 21.61 | |
| MLPVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 10.28 | 4.49 | 19.86 | |
| MLPVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 7.73 | 3.37 | 13.26 |