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Table 5: 
Direct comparison with previous bilinear input-label models, namely, BIL [YH15] and BIL [N16], and with our ablated model variants using the best monolingual configuration (HAN) from Table 3 on both general (upper half) and specific (lower half) labels. Best scores among the competing models are marked in bold.
HANLanguages
Yg output layerendeesptukruarfa
Linear [PB17] 71.2 71.8 82.8 71.3 85.3 79.8 80.5 76.6 
BIL [YH15] 71.7 70.5 82.0 71.1 86.6 80.6 80.4 76.0 
BIL [N16] 69.8 69.1 80.9 67.4 87.5 79.9 78.4 75.1 
GILE (Ours) 76.5 74.2 83.4 71.9 86.1 82.7 82.6 77.2 
- constraineddj 73.6 73.1 83.3 71.0 87.1 81.6 80.4 76.4 
- only label 71.4 69.6 82.1 70.3 86.2 80.6 81.1 76.2 
- only input 55.1 54.2 80.6 66.5 85.6 60.8 78.9 74.0 
Ys output layer en de es pt uk ru ar fa 
Linear[PB17] 43.4 44.8 46.3 41.9 46.4 45.8 41.2 49.4 
BIL [YH15] 40.7 37.8 38.1 33.5 44.6 38.1 39.1 42.6 
BIL [N16] 34.4 30.2 34.4 33.6 31.4 22.8 35.6 38.9 
GILE (Ours) 45.9 47.3 47.4 42.6 46.6 46.9 41.9 48.6 
- constraineddj 38.5 38.0 36.8 35.1 42.1 36.1 36.7 48.7 
- only label 38.4 41.5 42.9 38.3 44.0 39.3 37.2 43.4 
- only input 12.1 10.8 8.8 20.5 11.8 7.8 12.0 24.6 
HANLanguages
Yg output layerendeesptukruarfa
Linear [PB17] 71.2 71.8 82.8 71.3 85.3 79.8 80.5 76.6 
BIL [YH15] 71.7 70.5 82.0 71.1 86.6 80.6 80.4 76.0 
BIL [N16] 69.8 69.1 80.9 67.4 87.5 79.9 78.4 75.1 
GILE (Ours) 76.5 74.2 83.4 71.9 86.1 82.7 82.6 77.2 
- constraineddj 73.6 73.1 83.3 71.0 87.1 81.6 80.4 76.4 
- only label 71.4 69.6 82.1 70.3 86.2 80.6 81.1 76.2 
- only input 55.1 54.2 80.6 66.5 85.6 60.8 78.9 74.0 
Ys output layer en de es pt uk ru ar fa 
Linear[PB17] 43.4 44.8 46.3 41.9 46.4 45.8 41.2 49.4 
BIL [YH15] 40.7 37.8 38.1 33.5 44.6 38.1 39.1 42.6 
BIL [N16] 34.4 30.2 34.4 33.6 31.4 22.8 35.6 38.9 
GILE (Ours) 45.9 47.3 47.4 42.6 46.6 46.9 41.9 48.6 
- constraineddj 38.5 38.0 36.8 35.1 42.1 36.1 36.7 48.7 
- only label 38.4 41.5 42.9 38.3 44.0 39.3 37.2 43.4 
- only input 12.1 10.8 8.8 20.5 11.8 7.8 12.0 24.6 
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