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Table 1: 
Precision@1 for BLI on the MUSE dataset. Some notations: (a) ‘−’ implies the original paper does not report result for the corresponding language pair, (b) ‘f.c.’ implies the original paper reports their algorithm failed to converge, (c) ‘×’ implies that we could not run the authors’ code successfully for the language pairs, and (d) ‘*’ implies the results of the algorithm are reported in the original paper. The remaining results were obtained with the official implementation from the authors.
Methoden-eses-enen-frfr-enen-dede-enen-ruru-enen-zhzh-enavg.
Supervised  
GeoMM 81.9 85.5 82.1 84.2 74.9 76.7 52.8 67.6 49.1 45.3 70.0 
GeoMMmulti 81.0 85.7 81.9 83.9 75.1 75.7 51.7 67.2 49.4 44.9 69.7 
Procrustes 81.4 82.9 81.1 82.4 73.5 72.4 51.7 63.7 42.7 36.7 66.9 
MSF-ISF 79.9 82.1 80.4 81.4 73.0 72.0 50.0 65.3 28.0 40.7 65.3 
MSF 80.5 83.8 80.5 83.1 73.5 73.5 50.5 67.3 32.3 43.4 66.9 
MSFμ 80.3 84.0 80.7 83.9 73.1 74.7 × × × × − 
Unsupervised  
SL-unsup 82.3 84.7 82.3 83.6 75.1 74.3 49.2 65.6 0.0 0.0 59.7 
Adv-Refine* 81.7 83.3 82.3 82.1 74.0 72.2 44.0 59.1 32.5 31.4 64.3 
Grave et al. (2018)* 82.8 84.1 82.6 82.9 75.4 73.3 43.7 59.1 − − − 
Hoshen and Wolf (2018)* 82.1 84.1 82.3 82.9 74.7 73.0 47.5 61.8 f.c. f.c. − 
Chen and Cardie (2018)* 82.5 83.7 82.4 81.8 74.8 72.9 − − − − − 
Methoden-eses-enen-frfr-enen-dede-enen-ruru-enen-zhzh-enavg.
Supervised  
GeoMM 81.9 85.5 82.1 84.2 74.9 76.7 52.8 67.6 49.1 45.3 70.0 
GeoMMmulti 81.0 85.7 81.9 83.9 75.1 75.7 51.7 67.2 49.4 44.9 69.7 
Procrustes 81.4 82.9 81.1 82.4 73.5 72.4 51.7 63.7 42.7 36.7 66.9 
MSF-ISF 79.9 82.1 80.4 81.4 73.0 72.0 50.0 65.3 28.0 40.7 65.3 
MSF 80.5 83.8 80.5 83.1 73.5 73.5 50.5 67.3 32.3 43.4 66.9 
MSFμ 80.3 84.0 80.7 83.9 73.1 74.7 × × × × − 
Unsupervised  
SL-unsup 82.3 84.7 82.3 83.6 75.1 74.3 49.2 65.6 0.0 0.0 59.7 
Adv-Refine* 81.7 83.3 82.3 82.1 74.0 72.2 44.0 59.1 32.5 31.4 64.3 
Grave et al. (2018)* 82.8 84.1 82.6 82.9 75.4 73.3 43.7 59.1 − − − 
Hoshen and Wolf (2018)* 82.1 84.1 82.3 82.9 74.7 73.0 47.5 61.8 f.c. f.c. − 
Chen and Cardie (2018)* 82.5 83.7 82.4 81.8 74.8 72.9 − − − − − 
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