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Table 14 

Root loss value effect on development set performances.

Root Loss ValueLangMUCB3CEAFeMean
RPFRPFRPF
Off Arabic 34.18 58.85 43.25 50.61 82.13 62.63 57.37 33.75 42.49 49.45 
Chinese 41.94 85.23 56.22 51.25 93.70 66.26 63.10 29.80 40.48 54.32 
English 62.75 77.41 69.31 63.88 81.34 71.56 57.46 41.08 47.91 62.92 
        CoNLL Score 55.56 
 
On Arabic 43.00 47.87 45.30 61.41 70.38 65.59 49.42 44.19 46.66 52.52 
Chinese 60.35 70.56 65.05 67.37 79.49 72.93 55.15 44.94 49.52 62.50 
English 64.88 74.74 69.46 66.53 78.28 71.93 54.93 43.68 48.66 63.35 
        CoNLL Score 59.46 
Root Loss ValueLangMUCB3CEAFeMean
RPFRPFRPF
Off Arabic 34.18 58.85 43.25 50.61 82.13 62.63 57.37 33.75 42.49 49.45 
Chinese 41.94 85.23 56.22 51.25 93.70 66.26 63.10 29.80 40.48 54.32 
English 62.75 77.41 69.31 63.88 81.34 71.56 57.46 41.08 47.91 62.92 
        CoNLL Score 55.56 
 
On Arabic 43.00 47.87 45.30 61.41 70.38 65.59 49.42 44.19 46.66 52.52 
Chinese 60.35 70.56 65.05 67.37 79.49 72.93 55.15 44.94 49.52 62.50 
English 64.88 74.74 69.46 66.53 78.28 71.93 54.93 43.68 48.66 63.35 
        CoNLL Score 59.46 
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