Model Routing on NB-Curated OOD
35.4UniquenessTop overall
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Top overall2026.04 | 35.4 | 6 | 5.7 | 38.6 | |
| M-way BERT2026.04 | 35 | 6.3 | 6.2 | 40.3 | |
| M-way MLP (spec)encoding=model-specific2026.04 | 34.6 | 6.3 | 6.1 | 40.2 | |
| Binary MLP (agn)encoding=model-agnostic2026.04 | 32.8 | 7.1 | 7 | 40.7 | |
| Binary MLP (spec)encoding=model-specific2026.04 | 30.8 | 7 | 6.8 | 39.3 | |
| Top model per query (oracle)2026.04 | 30.3 | 7.6 | 7.4 | 59.6 | |
| M-way MLP (agn)encoding=model-agnostic2026.04 | 30.1 | 7.6 | 7.5 | 40.3 | |
| KNNN=52026.04 | 29.8 | 7.3 | 7.1 | 40.2 | |
| Frequency2026.04 | 28.2 | 7.2 | 7.1 | 39.6 | |
| KNNN=12026.04 | 28.2 | 7.3 | 7.1 | 39.7 | |
| Random model per query2026.04 | 27.8 | 7.2 | 7 | 37.5 |