Intent-conditioned model selection on 9 dataset-intent pairs (test)
55.6Top-1 AccuracykNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| kNNk=3, oracle-informed=true2026.03 | 55.6 | 77.8 | 0.578 | 0.918 | |
| SYNTHONYMode=SF-only2026.03 | 44.4 | 66.7 | 0.573 | 0.914 | |
| Static HeuristicStrategy=Static Heuristic2026.03 | 33.3 | 77.8 | 0.422 | 0.889 | |
| RandomExpectation=E[1000]2026.03 | 11.1 | 30.4 | 0.001 | 0.815 | |
| Vanilla LLMBackbone=GPT-4o-mini2026.03 | 0 | 11.1 | 0.087 | 0.784 | |
| SYNTHONYMode=joint opt2026.03 | 0 | 55.6 | 0.557 | 0.893 |