Artist Influence Prediction on WIB-100 balanced
81.5PrecisionM-ArtAgent
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| M-ArtAgentType=Agent2026.04 | 81.5 | 86 | 80.5 | 83.7 | 83.2 | 0.666 | 0.91 | |
| GalleryGPTType=MLLM2026.04 | 65.1 | 82 | 56 | 72.6 | 68.5 | 0.394 | 0.78 | |
| ComplEx (Text+Vis)Type=KG2026.04 | 62.1 | 75.5 | 54 | 68.2 | 64.3 | 0.302 | — | |
| LLM + Simple CoTType=LLM2026.04 | 61.5 | 80 | 50 | 69.6 | 64.2 | 0.314 | — | |
| LLM Zero-ShotType=LLM2026.04 | 59.5 | 88 | 40 | 71 | 61.8 | 0.319 | — | |
| WP-CLIPType=CLIP2026.04 | 56.8 | 83 | 37 | 67.5 | 57.8 | 0.225 | 0.67 | |
| TransE (DeepWalk)Type=KG2026.04 | 56.3 | 71 | 45 | 62.8 | 57.3 | 0.166 | — | |
| CLIP-ArtType=CLIP2026.04 | 55.1 | 81 | 34 | 65.6 | 55 | 0.17 | — | |
| Siamese ArtType=Metric2026.04 | 52.4 | 75 | 32 | 61.7 | 51.2 | 0.078 | — | |
| Always-YES BaselineType=—2026.04 | 50 | 100 | 0 | 66.7 | 33.3 | 0 | — |