. | En-Es . | En-It . | En-De . | En-Fi . | ||||
---|---|---|---|---|---|---|---|---|
→ . | ← . | → . | ← . | → . | ← . | → . | ← . | |
Symmetric re-weighting | 46.5 | 42.4 | 37.5 | 31.9 | 48.3 | 44.1 | 32.4 | 32.7 |
OLS | 41.8 | 36.7 | 29.0 | 29.6 | 41.5 | 39.3 | 27.7 | 26.9 |
OLS + Orthogonality | 45.1 | 39.5 | 35.7 | 31.7 | 47.6 | 43.8 | 30.9 | 32.3 |
OLS with L1 regularizer (LASSO) | 42.3 | 36.9 | 28.4 | 30.4 | 42.3 | 39.7 | 26.8 | 27.1 |
LASSO + Orthogonality | 46.0 | 40.1 | 34.8 | 32.2 | 47.1 | 44.2 | 32.4 | 32.6 |
OLS with L2 regularizer (RIDGE) | 41.7 | 36.5 | 29.4 | 29.5 | 41.9 | 39.0 | 28.2 | 29.4 |
RIDGE + Orthogonality | 46.2 | 39.9 | 35.1 | 32.0 | 47.8 | 44.2 | 32.7 | 32.7 |
OLS with L1 & L2 regularizers (E-NET) | 42.1 | 36.8 | 29.3 | 30.1 | 42.2 | 38.2 | 28.5 | 28.5 |
E-NET + Orthogonality | 45.6 | 40.3 | 35.3 | 31.6 | 47.7 | 44.0 | 32.5 | 32.9 |
. | En-Es . | En-It . | En-De . | En-Fi . | ||||
---|---|---|---|---|---|---|---|---|
→ . | ← . | → . | ← . | → . | ← . | → . | ← . | |
Symmetric re-weighting | 46.5 | 42.4 | 37.5 | 31.9 | 48.3 | 44.1 | 32.4 | 32.7 |
OLS | 41.8 | 36.7 | 29.0 | 29.6 | 41.5 | 39.3 | 27.7 | 26.9 |
OLS + Orthogonality | 45.1 | 39.5 | 35.7 | 31.7 | 47.6 | 43.8 | 30.9 | 32.3 |
OLS with L1 regularizer (LASSO) | 42.3 | 36.9 | 28.4 | 30.4 | 42.3 | 39.7 | 26.8 | 27.1 |
LASSO + Orthogonality | 46.0 | 40.1 | 34.8 | 32.2 | 47.1 | 44.2 | 32.4 | 32.6 |
OLS with L2 regularizer (RIDGE) | 41.7 | 36.5 | 29.4 | 29.5 | 41.9 | 39.0 | 28.2 | 29.4 |
RIDGE + Orthogonality | 46.2 | 39.9 | 35.1 | 32.0 | 47.8 | 44.2 | 32.7 | 32.7 |
OLS with L1 & L2 regularizers (E-NET) | 42.1 | 36.8 | 29.3 | 30.1 | 42.2 | 38.2 | 28.5 | 28.5 |
E-NET + Orthogonality | 45.6 | 40.3 | 35.3 | 31.6 | 47.7 | 44.0 | 32.5 | 32.9 |