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Table D2

Results (accuracy) for typological feature predictions over 5-fold cross validation for low-resource languages (zero-shot). Only the languages with at least 30 available typological features (except geo features) are evaluated. Majority refers to the majority class baseline.

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majority 67.9 51.0 64.3 69.6 63.5 64.9 62.0 55.1 38.9 81.1 67.4 57.0 
 
typo-pred 78.6 83.3 91.0 83.7 82.5 81.1 78.6 86.0 87.1 79.9 79.5 89.7 
typo-pred +geo 78.3 88.3 84.5 80.9 84.5 80.3 78.6 84.2 93.3 77.3 78.2 89.3 
 
 kpv mr myv pcm sa ta te tl wbp yo yue lr-avg 
majority 72.0 67.8 62.1 75.8 70.7 70.5 70.1 69.5 50.3 74.3 75.2 65.3 
 
typo-pred 86.4 79.8 78.5 88.8 80.6 78.3 80.7 78.8 66.4 77.2 81.3 81.6 
typo-pred +geo 86.4 81.2 84.4 89.9 80.7 78.2 83.0 80.0 60.7 75.1 83.3 81.8 
ambebhobmbrbxrcyfogswgunkmrkoi
majority 67.9 51.0 64.3 69.6 63.5 64.9 62.0 55.1 38.9 81.1 67.4 57.0 
 
typo-pred 78.6 83.3 91.0 83.7 82.5 81.1 78.6 86.0 87.1 79.9 79.5 89.7 
typo-pred +geo 78.3 88.3 84.5 80.9 84.5 80.3 78.6 84.2 93.3 77.3 78.2 89.3 
 
 kpv mr myv pcm sa ta te tl wbp yo yue lr-avg 
majority 72.0 67.8 62.1 75.8 70.7 70.5 70.1 69.5 50.3 74.3 75.2 65.3 
 
typo-pred 86.4 79.8 78.5 88.8 80.6 78.3 80.7 78.8 66.4 77.2 81.3 81.6 
typo-pred +geo 86.4 81.2 84.4 89.9 80.7 78.2 83.0 80.0 60.7 75.1 83.3 81.8 
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