Table 9 
Accuracies for the four models presented by Yolchuyeva, Németh, and Gyires-Tóth (2018) (first four columns), Pramanik and Hussain (2018), and our own best model results from Table 8 without covering grammar restrictions, broken down by semiotic class. Results for best system(s) in each category are underlined.
 Y Mod. 1Y Mod. 2Y Mod. 3 (CBOW)Y Mod. 3 (SG)P&HOurs (−CG)
PLAIN 99.7 99.7 99.7 99.8 99.4 99.9 
PUNCT 99.9 99.9 99.9 99.9 99.9 99.9 
DATE 98.72 98.76 98.90 98.99 99.7 99.5 
LETTERS 80.35 80.50 79.80 81.22 97.1 97.5 
CARDINAL 98.63 95.74 98.76 98.89 99.4 99.4 
VERBATIM 96.53 96.76 96.89 97.22 99.4 99.9 
MEASURE 93.14 88.60 93.01 91.34 97.1 97.2 
ORDINAL 92.46 91.76 92.46 93.99 98.0 98.1 
DECIMAL 96.12 98.53 96.3 96.12 98.9 100.0 
MONEY 86.75 79.79 97.9 87.97 97.3 97.3 
DIGIT 66.16 61.11 66.83 68.01 79.5 86.4 
TIME 55.33 54.66 51.33 60.6 75.0 75.0 
FRACTION 28.47 32.63 27.7 37.5 92.3 81.3 
 Y Mod. 1Y Mod. 2Y Mod. 3 (CBOW)Y Mod. 3 (SG)P&HOurs (−CG)
PLAIN 99.7 99.7 99.7 99.8 99.4 99.9 
PUNCT 99.9 99.9 99.9 99.9 99.9 99.9 
DATE 98.72 98.76 98.90 98.99 99.7 99.5 
LETTERS 80.35 80.50 79.80 81.22 97.1 97.5 
CARDINAL 98.63 95.74 98.76 98.89 99.4 99.4 
VERBATIM 96.53 96.76 96.89 97.22 99.4 99.9 
MEASURE 93.14 88.60 93.01 91.34 97.1 97.2 
ORDINAL 92.46 91.76 92.46 93.99 98.0 98.1 
DECIMAL 96.12 98.53 96.3 96.12 98.9 100.0 
MONEY 86.75 79.79 97.9 87.97 97.3 97.3 
DIGIT 66.16 61.11 66.83 68.01 79.5 86.4 
TIME 55.33 54.66 51.33 60.6 75.0 75.0 
FRACTION 28.47 32.63 27.7 37.5 92.3 81.3 
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