Entity Classification on RelBench v1.0 (test)
82.4F1 Score (DNF)KumoRFM-1
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| KumoRFM-1Setting=Zero-shot2026.06 | 82.4 | 91.1 | 64.9 | 64.1 | 76.1 | 89.2 | 70.8 | 67.3 | 79.9 | 87.1 | 80 | 67.7 | 76.72 | |
| RTSetting=Zero-shot2026.06 | 81.2 | 89.3 | 59.5 | 61.8 | 73.2 | 77.5 | 51.8 | 64 | 70.9 | 75.7 | 80.1 | 62.8 | 70.65 | |
| FlexTab-MultiSetting=Zero-shot2026.06 | 74.6 | 83.3 | 51.9 | 58.5 | 77.4 | 79.2 | 65.1 | 62.1 | 76.5 | 81.6 | 80.6 | 60.3 | 70.93 | |
| RDBLearnSetting=Zero-shot2026.06 | 70.9 | 79.7 | 69 | 65.5 | 75 | 82.5 | 71.6 | 67.6 | 82.1 | 89.5 | 85.4 | 68.1 | 75.58 | |
| GriffinSetting=Zero-shot2026.06 | 57.7 | 82.5 | 45.9 | 60.7 | 71.9 | 83.3 | 51 | 62.3 | 69 | 77.5 | 73.5 | 60.2 | 66.29 |