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Table 10

Neural (Stoken and Stype) logography measures computed on the Bible corpora using fully convolutional architecture (denoted G). Attention combination strategies: Averaging (A), choosing maximum (M), top layer (T), bottom layer (B), and multiplying (J).

LanguageGAGMGTGBGJAcc.
StokGAStypGAStokGMStypGMStokGTStypGTStokGBStypGBStokGJStypGJ
Chinese 0.63 0.63 0.63 0.63 0.59 0.60 0.67 0.67 0.73 0.73 0.89 
Chinese (Cangjie) 0.42 0.41 0.42 0.41 0.47 0.50 0.37 0.31 0.49 0.47 0.93 
Chinese (tok.) 0.54 0.36 0.54 0.36 0.39 0.26 0.69 0.46 0.99 0.98 0.91 
Chinese (tok., Cangjie) 0.39 0.31 0.40 0.31 0.47 0.35 0.31 0.26 0.29 0.20 0.92 
English 0.30 0.21 0.30 0.22 0.38 0.27 0.21 0.16 0.32 0.23 0.99 
Finnish 0.29 0.20 0.30 0.21 0.28 0.18 0.31 0.22 0.27 0.18 0.99 
French 0.49 0.29 0.49 0.30 0.45 0.27 0.52 0.31 0.38 0.21 0.94 
Hebrew (Biblical) 0.44 0.35 0.45 0.36 0.44 0.34 0.45 0.36 0.43 0.33 0.96 
Hebrew (Modern) 0.41 0.31 0.41 0.32 0.43 0.33 0.38 0.30 0.41 0.30 0.93 
Japanese 0.75 0.56 0.75 0.56 0.91 0.67 0.59 0.44 0.97 0.87 0.94 
Japanese (Cangjie) 0.55 0.37 0.55 0.37 0.75 0.43 0.35 0.30 0.57 0.35 0.96 
Korean (jamo) 0.24 0.19 0.25 0.20 0.28 0.22 0.19 0.16 0.20 0.16 0.99 
Russian 0.34 0.23 0.35 0.24 0.39 0.25 0.29 0.22 0.38 0.24 0.93 
Swedish 0.41 0.31 0.41 0.32 0.39 0.22 0.43 0.40 0.34 0.18 0.92 
LanguageGAGMGTGBGJAcc.
StokGAStypGAStokGMStypGMStokGTStypGTStokGBStypGBStokGJStypGJ
Chinese 0.63 0.63 0.63 0.63 0.59 0.60 0.67 0.67 0.73 0.73 0.89 
Chinese (Cangjie) 0.42 0.41 0.42 0.41 0.47 0.50 0.37 0.31 0.49 0.47 0.93 
Chinese (tok.) 0.54 0.36 0.54 0.36 0.39 0.26 0.69 0.46 0.99 0.98 0.91 
Chinese (tok., Cangjie) 0.39 0.31 0.40 0.31 0.47 0.35 0.31 0.26 0.29 0.20 0.92 
English 0.30 0.21 0.30 0.22 0.38 0.27 0.21 0.16 0.32 0.23 0.99 
Finnish 0.29 0.20 0.30 0.21 0.28 0.18 0.31 0.22 0.27 0.18 0.99 
French 0.49 0.29 0.49 0.30 0.45 0.27 0.52 0.31 0.38 0.21 0.94 
Hebrew (Biblical) 0.44 0.35 0.45 0.36 0.44 0.34 0.45 0.36 0.43 0.33 0.96 
Hebrew (Modern) 0.41 0.31 0.41 0.32 0.43 0.33 0.38 0.30 0.41 0.30 0.93 
Japanese 0.75 0.56 0.75 0.56 0.91 0.67 0.59 0.44 0.97 0.87 0.94 
Japanese (Cangjie) 0.55 0.37 0.55 0.37 0.75 0.43 0.35 0.30 0.57 0.35 0.96 
Korean (jamo) 0.24 0.19 0.25 0.20 0.28 0.22 0.19 0.16 0.20 0.16 0.99 
Russian 0.34 0.23 0.35 0.24 0.39 0.25 0.29 0.22 0.38 0.24 0.93 
Swedish 0.41 0.31 0.41 0.32 0.39 0.22 0.43 0.40 0.34 0.18 0.92 
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