Model Routing on NB-WildChat
42.6Uniqueness ScoreTop overall
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Top overall2026.04 | 42.6 | 3 | 2.9 | 23.8 | |
| M-way BERT2026.04 | 40.3 | 3.3 | 3.2 | 24.4 | |
| M-way MLP (spec)encoding=model-specific2026.04 | 39.3 | 3.5 | 3.4 | 25.9 | |
| Top model per query (oracle)2026.04 | 38.8 | 4.5 | 4.4 | 33 | |
| Binary MLP (agn)encoding=model-agnostic2026.04 | 38.4 | 3.5 | 3.4 | 25.7 | |
| Binary MLP (spec)encoding=model-specific2026.04 | 38.1 | 3.6 | 3.5 | 26.3 | |
| M-way MLP (agn)encoding=model-agnostic2026.04 | 35.1 | 3.9 | 3.8 | 25.3 | |
| KNNN=52026.04 | 34.9 | 3.8 | 3.7 | 24.1 | |
| KNNN=12026.04 | 34.3 | 3.7 | 3.6 | 23.1 | |
| Frequency2026.04 | 33.1 | 3.8 | 3.6 | 21 | |
| Random model per query2026.04 | 27.8 | 3.7 | 3.6 | 18.1 |