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Table 2 Comparison of word-level BLI systems

From: A deep learning approach to bilingual lexicon induction in the biomedical domain

   Development
   Words Phrases Words + Phrases
Representation F1 (top) F1 (all) F1 (top) F1 (all) F1 (top) F1 (all)
sim bwesg 13.48 9.15 21.95 15.84 14.24 9.73
  sgns 0.55 0.88 NaN NaN 0.51 0.80
class bwesg 17.08 21.19 24.04 26.47 17.59 21.56
  sgns 23.83 25.05 25.77 27.27 23.99 25.22
   Test
   Words Phrases Words + Phrases
Representation F1 (top) F1 (all) F1 (top) F1 (all) F1 (top) F1 (all)
sim bwesg 12.78 10.03 21.43 12.52 13.52 10.31
  sgns 0.22 0.69 NaN 0.93 0.20 0.71
class bwesg 16.47 21.50 23.48 23.75 17.01 21.68
  sgns 22.80 24.41 26.74 27.14 23.10 24.62
  1. The best scores are indicated in bold