Table 1:
Model trained on D0. Top-K accuracy on evaluation set. Standard deviation across 5 random initialization is provided in ()
| Dataset | Approach | top-1 | top-3 | top-5 | top-10 | top-20 |
|---|---|---|---|---|---|---|
| EHR test | LR | 54.19% (.32) | 79.03% (.25) | 88.16%(.18) | 95.30%(.10) | 98.9%(.06) |
| mlp | 56.11% (.55) | 82.11% (.38) | 90.79% (.22) | 96.99% (.11) | 99.38% (.02) | |
| mlp-Embedding | 53.16% (.94) | 79.03% (.57) | 88.52% (.42) | 96.00% (.27) | 99.19% (.06) | |
| Semigran | experts25 | 72.1% | 84.3 % | - | - | - |
| LR | 50.67% (1.86) | 75.11% (1.86) | 82.22% (1.56) | 88.45% (.99) | 91.55% (1.86) | |
| mlp | 48.44% (3.65) | 69.78% (2.53) | 77.33% (2.89) | 84.89% (2.89) | 90.22% (1.25) | |
| mlp-Embedding | 48.89% (3.51) | 69.33% (1.85) | 76.45% (1.99) | 87.11% (3.97) | 92.0% (3.71) |