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Table 8

Neural (Stoken and Stype) logography measures computed on the Bible corpora. The first measure (denoted B) corresponds to the RNN configuration from Table 5 and is copied here to ease the comparison. The rest of the measures were computed for a single transformer model V, where VA and VM measures were computed by combining over multiple heads in the last decoder block by averaging and choosing the maximum element, respectively.

LanguageBVAVM
StokBStypBAcc.StokVAStypVAAcc.StokVMStypVM
Chinese 1.00 1.00 0.85 0.87 0.84 0.95 0.80 0.74 
Chinese (Cangjie) 0.74 0.71 0.87 0.79 0.76 0.94 0.65 0.61 
Chinese (tok.) 0.55 0.37 0.89 0.90 0.81 0.93 0.91 0.82 
Chinese (tok., Cangjie) 0.51 0.32 0.78 0.84 0.75 0.90 0.84 0.73 
English 0.40 0.32 0.95 0.81 0.73 0.98 0.75 0.68 
Finnish 0.19 0.12 0.96 0.34 0.24 0.98 0.37 0.26 
French 0.57 0.36 0.89 0.52 0.35 0.94 0.51 0.33 
Hebrew (Biblical) 0.65 0.50 0.94 0.44 0.30 0.96 0.39 0.28 
Hebrew (Modern) 0.72 0.56 0.87 0.53 0.35 0.92 0.49 0.31 
Japanese 0.97 0.88 0.94 0.94 0.85 0.96 0.92 0.83 
Japanese (Cangjie) 0.88 0.65 0.92 0.90 0.83 0.96 0.90 0.84 
Korean (jamo) 0.26 0.21 0.96 0.33 0.26 0.99 0.33 0.27 
Russian 0.46 0.29 0.89 0.38 0.25 0.93 0.40 0.27 
Swedish 0.35 0.20 0.90 0.43 0.27 0.91 0.47 0.33 
LanguageBVAVM
StokBStypBAcc.StokVAStypVAAcc.StokVMStypVM
Chinese 1.00 1.00 0.85 0.87 0.84 0.95 0.80 0.74 
Chinese (Cangjie) 0.74 0.71 0.87 0.79 0.76 0.94 0.65 0.61 
Chinese (tok.) 0.55 0.37 0.89 0.90 0.81 0.93 0.91 0.82 
Chinese (tok., Cangjie) 0.51 0.32 0.78 0.84 0.75 0.90 0.84 0.73 
English 0.40 0.32 0.95 0.81 0.73 0.98 0.75 0.68 
Finnish 0.19 0.12 0.96 0.34 0.24 0.98 0.37 0.26 
French 0.57 0.36 0.89 0.52 0.35 0.94 0.51 0.33 
Hebrew (Biblical) 0.65 0.50 0.94 0.44 0.30 0.96 0.39 0.28 
Hebrew (Modern) 0.72 0.56 0.87 0.53 0.35 0.92 0.49 0.31 
Japanese 0.97 0.88 0.94 0.94 0.85 0.96 0.92 0.83 
Japanese (Cangjie) 0.88 0.65 0.92 0.90 0.83 0.96 0.90 0.84 
Korean (jamo) 0.26 0.21 0.96 0.33 0.26 0.99 0.33 0.27 
Russian 0.46 0.29 0.89 0.38 0.25 0.93 0.40 0.27 
Swedish 0.35 0.20 0.90 0.43 0.27 0.91 0.47 0.33 
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