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Table 7

Accuracy of typological feature prediction over 5-fold cross validation for 6 high-resource languages (in-training) and 6 low-resource languages (zero-shot). Majority refers to the majority class baseline. Typo-pred and typo-pred+geo refer to our model without and with geographical features, respectively.

arenhiitsvzhbebrfomrsate
majority 61.1 64.5 62.8 72.3 67.7 63.4 51.0 63.5 55.1 67.8 70.7 70.1 
 
typo-pred 90.0 91.9 93.9 93.5 85.6 86.2 83.3 82.5 86.0 79.8 80.6 80.7 
typo-pred +geo 90.4 93.2 92.5 94.5 87.2 86.6 88.3 84.5 84.2 81.2 80.7 83.0 
arenhiitsvzhbebrfomrsate
majority 61.1 64.5 62.8 72.3 67.7 63.4 51.0 63.5 55.1 67.8 70.7 70.1 
 
typo-pred 90.0 91.9 93.9 93.5 85.6 86.2 83.3 82.5 86.0 79.8 80.6 80.7 
typo-pred +geo 90.4 93.2 92.5 94.5 87.2 86.6 88.3 84.5 84.2 81.2 80.7 83.0 
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