. | En-Es . | En-De . | En-It . | En-Fi . | ||||
---|---|---|---|---|---|---|---|---|
→ . | ← . | → . | ← . | → . | ← . | → . | ← . | |
Symmetric re-weighting | 82.8 | 84.8 | 75.7 | 74.5 | 79.1 | 80.0 | 47.6 | 64.0 |
OLS | 76.2 | 81.3 | 72.4 | 72.3 | 76.9 | 76.6 | 42.9 | 60.1 |
OLS + Orthogonality | 82.7 | 84.6 | 75.9 | 74.7 | 79.5 | 79.9 | 47.7 | 63.8 |
OLS with L1 regularizer (LASSO) | 75.8 | 81.4 | 72.4 | 72.9 | 76.8 | 76.8 | 43.3 | 59.8 |
LASSO + Orthogonality | 82.3 | 84.6 | 75.6 | 74.7 | 79.2 | 79.8 | 47.4 | 62.9 |
OLS with L2 regularizer (RIDGE) | 75.7 | 81.1 | 72.2 | 72.7 | 77.3 | 77.6 | 42.9 | 60.2 |
RIDGE + Orthogonality | 82.5 | 84.5 | 76.2 | 74.3 | 79.3 | 80.1 | 47.4 | 63.3 |
OLS with L1 & L2 regularizers (E-NET) | 76.0 | 80.7 | 72.2 | 72.9 | 77.2 | 77.6 | 43.5 | 61.0 |
E-NET + Orthogonality | 82.7 | 84.9 | 75.7 | 74.7 | 79.2 | 80.1 | 47.3 | 63.6 |
. | En-Es . | En-De . | En-It . | En-Fi . | ||||
---|---|---|---|---|---|---|---|---|
→ . | ← . | → . | ← . | → . | ← . | → . | ← . | |
Symmetric re-weighting | 82.8 | 84.8 | 75.7 | 74.5 | 79.1 | 80.0 | 47.6 | 64.0 |
OLS | 76.2 | 81.3 | 72.4 | 72.3 | 76.9 | 76.6 | 42.9 | 60.1 |
OLS + Orthogonality | 82.7 | 84.6 | 75.9 | 74.7 | 79.5 | 79.9 | 47.7 | 63.8 |
OLS with L1 regularizer (LASSO) | 75.8 | 81.4 | 72.4 | 72.9 | 76.8 | 76.8 | 43.3 | 59.8 |
LASSO + Orthogonality | 82.3 | 84.6 | 75.6 | 74.7 | 79.2 | 79.8 | 47.4 | 62.9 |
OLS with L2 regularizer (RIDGE) | 75.7 | 81.1 | 72.2 | 72.7 | 77.3 | 77.6 | 42.9 | 60.2 |
RIDGE + Orthogonality | 82.5 | 84.5 | 76.2 | 74.3 | 79.3 | 80.1 | 47.4 | 63.3 |
OLS with L1 & L2 regularizers (E-NET) | 76.0 | 80.7 | 72.2 | 72.9 | 77.2 | 77.6 | 43.5 | 61.0 |
E-NET + Orthogonality | 82.7 | 84.9 | 75.7 | 74.7 | 79.2 | 80.1 | 47.3 | 63.6 |